Associations

[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.

Associations

[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.

name

MISSING:

---

11

<1%

-

J. Rodríguez

9

<1%

-

Paulinho

8

<1%

-

J. García

7

<1%

-

J. Williams

7

<1%

-

J. Hernández

6

<1%

-

J. Gómez

6

<1%

-

J. Clarke

6

<1%

-

J. Jones

6

<1%

-

R. González

5

<1%

-

M. Pedersen

5

<1%

-

L. López

5

<1%

-

J. Brown

5

<1%

-

Bruno

5

<1%

-

M. López

5

<1%

-

M. Smith

5

<1%

-

J. López

5

<1%

-

R. Williams

5

<1%

-

J. Sánchez

5

<1%

-

J. Pérez

5

<1%

-

J. González

5

<1%

-

J. Valencia

5

<1%

-

M. Gómez

5

<1%

-

J. Martínez

4

<1%

-

Y. Suzuki

4

<1%

-

M. Rodríguez

4

<1%

-

M. Andersen

4

<1%

-

F. Rodríguez

4

<1%

-

M. Camara

4

<1%

-

D. González

4

<1%

-

M. Sylla

4

<1%

-

G. Rodríguez

4

<1%

-

L. Martínez

4

<1%

-

M. Sarr

4

<1%

-

T. Müller

4

<1%

-

L. Kelly

4

<1%

-

J. Murphy

4

<1%

-

Fernando

4

<1%

-

D. Rodríguez

4

<1%

-

E. Hernández

4

<1%

-

D. Moreno

4

<1%

-

J. Wright

4

<1%

-

J. Correa

4

<1%

-

Gabriel

4

<1%

-

Felipe

4

<1%

-

Danilo

3

<1%

-

M. Fernández

3

<1%

-

M. Çelik

3

<1%

-

K. Nakamura

3

<1%

-

C. Evans

3

<1%

-

A. Turan

3

<1%

-

A. Mosquera

3

<1%

-

S. Moore

3

<1%

-

J. Corona

3

<1%

-

R. Salinas

3

<1%

-

Sergio

3

<1%

-

R. López

3

<1%

-

L. Rodríguez

3

<1%

-

C. Gutiérrez

3

<1%

-

M. Langer

3

<1%

-

A. Rodríguez

18,009

99%

-

(Other)

age

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

overall

0.46

movement_reactions

0.46

physic

0.40

mentality_composure

0.37

power_strength

0.34

potential

-0.26

power_shot_power

0.26

mentality_aggression

0.26

weight_kg

0.24

mentality_interceptions

0.20

mentality_vision

0.20

skill_fk_accuracy

0.19

power_jumping

0.19

pace

-0.19

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

position

0.37

international_reputation

0.28

skill_moves

0.14

weak_foot

0.11

work_rate

0.09

preferred_foot

0.01

MOST FREQUENT VALUES

22

1,446

7.9%

21

1,375

7.5%

23

1,358

7.4%

27

1,324

7.2%

25

1,319

7.2%

24

1,296

7.1%

26

1,270

6.9%

20

1,247

6.8%

28

1,086

5.9%

19

1,011

5.5%

29

999

5.5%

30

883

4.8%

31

807

4.4%

18

640

3.5%

32

597

3.3%

SMALLEST VALUES

16

12

<0.1%

17

229

1.3%

18

640

3.5%

19

1,011

5.5%

20

1,247

6.8%

21

1,375

7.5%

22

1,446

7.9%

23

1,358

7.4%

24

1,296

7.1%

25

1,319

7.2%

26

1,270

6.9%

27

1,324

7.2%

28

1,086

5.9%

29

999

5.5%

30

883

4.8%

LARGEST VALUES

42

2

<0.1%

41

4

<0.1%

40

13

<0.1%

39

20

0.1%

38

42

0.2%

37

81

0.4%

36

131

0.7%

35

310

1.7%

34

301

1.6%

33

475

2.6%

32

597

3.3%

31

807

4.4%

30

883

4.8%

29

999

5.5%

28

1,086

5.9%

height_cm

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

movement_balance

-0.79

weight_kg

0.77

movement_agility

-0.63

movement_acceleration

-0.56

power_strength

0.54

skill_dribbling

-0.50

attacking_crossing

-0.50

lw

-0.48

rw

-0.48

movement_sprint_speed

-0.47

lm

-0.47

rm

-0.47

lam

-0.46

cam

-0.46

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.45

position

0.38

work_rate

0.24

weak_foot

0.18

preferred_foot

0.08

international_reputation

0.04

MOST FREQUENT VALUES

180

1,468

8.0%

178

1,213

6.6%

185

1,193

6.5%

183

1,160

6.3%

175

990

5.4%

188

904

4.9%

182

833

4.6%

184

820

4.5%

186

774

4.2%

177

722

4.0%

181

704

3.9%

187

682

3.7%

176

669

3.7%

179

641

3.5%

190

585

3.2%

SMALLEST VALUES

156

1

<0.1%

157

1

<0.1%

158

3

<0.1%

159

3

<0.1%

160

3

<0.1%

161

5

<0.1%

162

12

<0.1%

163

29

0.2%

164

21

0.1%

165

68

0.4%

166

60

0.3%

167

102

0.6%

168

195

1.1%

169

149

0.8%

170

455

2.5%

LARGEST VALUES

205

1

<0.1%

203

6

<0.1%

202

4

<0.1%

201

11

<0.1%

200

10

<0.1%

199

14

<0.1%

198

35

0.2%

197

51

0.3%

196

139

0.8%

195

136

0.7%

194

173

0.9%

193

316

1.7%

192

290

1.6%

191

464

2.5%

190

585

3.2%

weight_kg

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

height_cm

0.77

movement_balance

-0.67

power_strength

0.61

movement_agility

-0.55

physic

0.52

movement_acceleration

-0.49

movement_sprint_speed

-0.42

skill_dribbling

-0.42

attacking_crossing

-0.40

lw

-0.40

rw

-0.40

lm

-0.39

rm

-0.39

lam

-0.38

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.38

position

0.36

work_rate

0.20

weak_foot

0.14

international_reputation

0.10

preferred_foot

0.08

MOST FREQUENT VALUES

70

1,455

8.0%

75

1,410

7.7%

80

1,060

5.8%

78

1,005

5.5%

72

983

5.4%

73

948

5.2%

74

890

4.9%

77

880

4.8%

76

860

4.7%

68

707

3.9%

79

659

3.6%

71

612

3.3%

82

584

3.2%

83

532

2.9%

69

524

2.9%

SMALLEST VALUES

50

1

<0.1%

52

2

<0.1%

53

2

<0.1%

54

6

<0.1%

55

6

<0.1%

56

13

<0.1%

57

15

<0.1%

58

35

0.2%

59

36

0.2%

60

142

0.8%

61

81

0.4%

62

157

0.9%

63

207

1.1%

64

297

1.6%

65

488

2.7%

LARGEST VALUES

110

1

<0.1%

107

1

<0.1%

104

2

<0.1%

103

3

<0.1%

102

3

<0.1%

101

4

<0.1%

100

2

<0.1%

99

3

<0.1%

98

10

<0.1%

97

12

<0.1%

96

21

0.1%

95

29

0.2%

94

42

0.2%

93

54

0.3%

92

81

0.4%

nationality

MISSING:

---

1,667

9%

-

England

1,216

7%

-

Germany

1,035

6%

-

Spain

984

5%

-

France

886

5%

-

Argentina

824

5%

-

Brazil

732

4%

-

Italy

591

3%

-

Colombia

453

2%

-

Japan

416

2%

-

Netherlands

373

2%

-

China PR

370

2%

-

Chile

358

2%

-

Sweden

350

2%

-

Norway

348

2%

-

Republic of Ireland

347

2%

-

United States

345

2%

-

Denmark

344

2%

-

Portugal

340

2%

-

Mexico

324

2%

-

Poland

322

2%

-

Korea Republic

319

2%

-

Austria

310

2%

-

Saudi Arabia

294

2%

-

Turkey

287

2%

-

Romania

277

2%

-

Scotland

268

1%

-

Belgium

229

1%

-

Switzerland

196

1%

-

Australia

164

<1%

-

Uruguay

139

<1%

-

Serbia

130

<1%

-

Ghana

127

<1%

-

Senegal

126

<1%

-

Croatia

126

<1%

-

Nigeria

117

<1%

-

Wales

105

<1%

-

Ivory Coast

102

<1%

-

Czech Republic

96

<1%

-

Greece

94

<1%

-

Morocco

81

<1%

-

Northern Ireland

81

<1%

-

Russia

80

<1%

-

Paraguay

78

<1%

-

Cameroon

72

<1%

-

South Africa

72

<1%

-

Finland

69

<1%

-

Ukraine

66

<1%

-

Bosnia Herzegovina

66

<1%

-

Venezuela

61

<1%

-

Slovenia

61

<1%

-

Canada

55

<1%

-

Mali

54

<1%

-

Slovakia

54

<1%

-

DR Congo

53

<1%

-

Ecuador

50

<1%

-

Algeria

46

<1%

-

Iceland

43

<1%

-

Albania

41

<1%

-

Bulgaria

40

<1%

-

Kosovo

924

5%

-

(Other)

club

MISSING:

---

33

<1%

-

FC Barcelona

33

<1%

-

Real Valladolid CF

33

<1%

-

VfL Wolfsburg

33

<1%

-

Crystal Palace

33

<1%

-

Eintracht Frankfurt

33

<1%

-

Hertha BSC

33

<1%

-

Leicester City

33

<1%

-

AS Monaco

33

<1%

-

SC Paderborn 07

33

<1%

-

Sevilla FC

33

<1%

-

Athletic Club de Bilbao

33

<1%

-

Deportivo Alavés

33

<1%

-

Juventus

33

<1%

-

Udinese

33

<1%

-

Watford

33

<1%

-

Bournemouth

33

<1%

-

Lecce

33

<1%

-

Borussia Mönchengladbach

33

<1%

-

FC Nantes

33

<1%

-

Newcastle United

33

<1%

-

Brighton & Hove Albion

33

<1%

-

Aston Villa

33

<1%

-

Norwich City

33

<1%

-

Sheffield United

33

<1%

-

Southampton

33

<1%

-

Burnley

33

<1%

-

1. FC Union Berlin

33

<1%

-

Hellas Verona

33

<1%

-

Fortuna Düsseldorf

33

<1%

-

Parma

33

<1%

-

CD Leganés

33

<1%

-

FC Augsburg

33

<1%

-

Everton

33

<1%

-

1. FSV Mainz 05

33

<1%

-

Lazio

33

<1%

-

West Ham United

33

<1%

-

RB Leipzig

33

<1%

-

Chelsea

33

<1%

-

Manchester United

33

<1%

-

Tottenham Hotspur

33

<1%

-

Liverpool

33

<1%

-

Manchester City

33

<1%

-

Arsenal

33

<1%

-

Real Madrid

33

<1%

-

RC Celta

33

<1%

-

Valencia CF

33

<1%

-

Paris Saint-Germain

33

<1%

-

Atlético Madrid

33

<1%

-

Wolverhampton Wanderers

32

<1%

-

Villarreal CF

32

<1%

-

Sampdoria

32

<1%

-

Levante UD

32

<1%

-

Genoa

32

<1%

-

FC Girondins de Bordeaux

32

<1%

-

Amiens SC

32

<1%

-

AS Saint-Étienne

32

<1%

-

SV Werder Bremen

31

<1%

-

Napoli

31

<1%

-

Angers SCO

31

<1%

-

Borussia Dortmund

16,312

89%

-

(Other)

overall

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

movement_reactions

0.86

mentality_composure

0.72

potential

0.65

value_eur

0.64

release_clause_eur

0.61

wage_eur

0.57

power_shot_power

0.57

mentality_vision

0.51

attacking_short_passing

0.50

skill_long_passing

0.49

physic

0.48

age

0.46

skill_ball_control

0.46

power_long_shots

0.43

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

international_reputation

0.48

skill_moves

0.46

position

0.43

weak_foot

0.25

work_rate

0.20

preferred_foot

0.03

MOST FREQUENT VALUES

66

1,141

6.2%

64

1,138

6.2%

65

1,124

6.1%

68

1,068

5.8%

67

1,065

5.8%

69

964

5.3%

63

946

5.2%

70

902

4.9%

62

873

4.8%

72

753

4.1%

71

715

3.9%

60

701

3.8%

61

649

3.6%

73

638

3.5%

59

545

3.0%

SMALLEST VALUES

48

43

0.2%

49

66

0.4%

50

103

0.6%

51

117

0.6%

52

169

0.9%

53

197

1.1%

54

232

1.3%

55

274

1.5%

56

360

2.0%

57

360

2.0%

58

485

2.7%

59

545

3.0%

60

701

3.8%

61

649

3.6%

62

873

4.8%

LARGEST VALUES

94

1

<0.1%

93

1

<0.1%

92

1

<0.1%

91

3

<0.1%

90

4

<0.1%

89

13

<0.1%

88

17

<0.1%

87

15

<0.1%

86

18

<0.1%

85

35

0.2%

84

49

0.3%

83

80

0.4%

82

92

0.5%

81

82

0.4%

80

157

0.9%

potential

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

overall

0.65

value_eur

0.58

release_clause_eur

0.58

movement_reactions

0.52

wage_eur

0.48

mentality_composure

0.44

attacking_short_passing

0.37

power_shot_power

0.35

mentality_vision

0.35

skill_ball_control

0.35

skill_long_passing

0.32

skill_dribbling

0.31

skill_curve

0.27

power_long_shots

0.26

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.37

international_reputation

0.34

weak_foot

0.18

position

0.16

work_rate

0.14

preferred_foot

0.03

MOST FREQUENT VALUES

70

1,226

6.7%

68

1,195

6.5%

73

1,140

6.2%

72

1,131

6.2%

71

1,118

6.1%

69

1,111

6.1%

74

1,022

5.6%

67

987

5.4%

75

972

5.3%

66

882

4.8%

76

835

4.6%

65

781

4.3%

64

657

3.6%

77

650

3.6%

78

635

3.5%

SMALLEST VALUES

49

2

<0.1%

50

2

<0.1%

51

4

<0.1%

52

3

<0.1%

53

6

<0.1%

54

7

<0.1%

55

17

<0.1%

56

26

0.1%

57

43

0.2%

58

68

0.4%

59

122

0.7%

60

172

0.9%

61

228

1.2%

62

351

1.9%

63

459

2.5%

LARGEST VALUES

95

1

<0.1%

94

1

<0.1%

93

5

<0.1%

92

7

<0.1%

91

9

<0.1%

90

16

<0.1%

89

37

0.2%

88

45

0.2%

87

70

0.4%

86

116

0.6%

85

138

0.8%

84

214

1.2%

83

255

1.4%

82

291

1.6%

81

306

1.7%

value_eur

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

release_clause_eur

0.98

wage_eur

0.86

overall

0.64

potential

0.58

movement_reactions

0.56

mentality_composure

0.46

mentality_vision

0.37

power_shot_power

0.36

attacking_short_passing

0.33

skill_long_passing

0.31

skill_ball_control

0.31

skill_curve

0.29

attacking_volleys

0.28

power_long_shots

0.28

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

international_reputation

0.63

skill_moves

0.41

position

0.25

weak_foot

0.19

work_rate

0.15

preferred_foot

0.01

MOST FREQUENT VALUES

1100000

491

2.7%

325000

384

2.1%

450000

358

2.0%

1200000

346

1.9%

425000

339

1.9%

1000000

325

1.8%

525000

322

1.8%

375000

317

1.7%

400000

313

1.7%

475000

312

1.7%

675000

306

1.7%

350000

300

1.6%

550000

291

1.6%

650000

289

1.6%

750000

285

1.6%

SMALLEST VALUES

0

250

1.4%

10000

4

<0.1%

20000

8

<0.1%

30000

28

0.2%

40000

52

0.3%

50000

110

0.6%

60000

140

0.8%

70000

97

0.5%

80000

134

0.7%

90000

131

0.7%

100000

178

1.0%

110000

185

1.0%

120000

192

1.1%

130000

209

1.1%

140000

218

1.2%

LARGEST VALUES

105500000

1

<0.1%

95500000

1

<0.1%

93500000

1

<0.1%

90000000

2

<0.1%

83000000

1

<0.1%

80500000

1

<0.1%

78000000

1

<0.1%

77500000

1

<0.1%

76500000

1

<0.1%

73000000

1

<0.1%

72500000

1

<0.1%

69000000

1

<0.1%

68000000

1

<0.1%

67500000

2

<0.1%

66000000

1

<0.1%

wage_eur

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

value_eur

0.86

release_clause_eur

0.84

overall

0.57

movement_reactions

0.51

potential

0.48

mentality_composure

0.42

mentality_vision

0.33

power_shot_power

0.32

attacking_short_passing

0.30

skill_long_passing

0.29

skill_ball_control

0.28

skill_curve

0.26

attacking_volleys

0.26

power_long_shots

0.25

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

international_reputation

0.69

skill_moves

0.35

position

0.17

weak_foot

0.17

work_rate

0.13

preferred_foot

0.01

MOST FREQUENT VALUES

1000

4,976

27.2%

2000

2,967

16.2%

3000

1,825

10.0%

4000

1,303

7.1%

5000

891

4.9%

6000

639

3.5%

7000

548

3.0%

8000

439

2.4%

9000

330

1.8%

10000

283

1.5%

11000

258

1.4%

0

240

1.3%

12000

226

1.2%

14000

199

1.1%

13000

180

1.0%

SMALLEST VALUES

0

240

1.3%

1000

4,976

27.2%

2000

2,967

16.2%

3000

1,825

10.0%

4000

1,303

7.1%

5000

891

4.9%

6000

639

3.5%

7000

548

3.0%

8000

439

2.4%

9000

330

1.8%

10000

283

1.5%

11000

258

1.4%

12000

226

1.2%

13000

180

1.0%

14000

199

1.1%

LARGEST VALUES

565000

1

<0.1%

470000

1

<0.1%

405000

1

<0.1%

370000

2

<0.1%

355000

1

<0.1%

340000

1

<0.1%

330000

1

<0.1%

300000

3

<0.1%

290000

1

<0.1%

285000

2

<0.1%

265000

1

<0.1%

255000

1

<0.1%

250000

3

<0.1%

245000

2

<0.1%

240000

3

<0.1%

preferred_foot

MISSING:

---

TOP CATEGORIES

Right

13,960

76%

Left

4,318

24%

ALL

18,278

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

preferred_foot
PROVIDES INFORMATION ON...

position

0.02

skill_moves

0.01

weak_foot

0.00

work_rate

0.00

international_reputation

0.00

THESE FEATURES
GIVE INFORMATION
ON preferred_foot:

position

0.09

skill_moves

0.01

weak_foot

0.01

work_rate

0.00

international_reputation

0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

preferred_foot
CORRELATION RATIO WITH...

attacking_crossing

0.20

skill_curve

0.15

skill_fk_accuracy

0.14

lwb

0.14

rwb

0.14

lb

0.13

rb

0.13

skill_dribbling

0.13

lm

0.12

rm

0.12

lw

0.12

rw

0.12

movement_acceleration

0.12

ldm

0.12

international_reputation

MISSING:

---

TOP CATEGORIES

1

16,794

92%

2

1,140

6%

3

292

2%

4

46

<1%

5

6

<1%

ALL

18,278

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

international_reputation
PROVIDES INFORMATION ON...

skill_moves

0.03

weak_foot

0.01

position

0.01

work_rate

0.00

preferred_foot

0.00

THESE FEATURES
GIVE INFORMATION
ON international_reputation:

skill_moves

0.09

position

0.04

weak_foot

0.03

work_rate

0.01

preferred_foot

0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

international_reputation
CORRELATION RATIO WITH...

wage_eur

0.69

value_eur

0.63

release_clause_eur

0.61

overall

0.48

movement_reactions

0.44

mentality_composure

0.38

potential

0.34

power_shot_power

0.30

mentality_vision

0.29

age

0.28

attacking_short_passing

0.24

skill_long_passing

0.24

attacking_volleys

0.24

skill_curve

0.23

weak_foot

MISSING:

---

TOP CATEGORIES

3

11,347

62%

2

3,865

21%

4

2,666

15%

5

245

1%

1

155

<1%

ALL

18,278

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

weak_foot
PROVIDES INFORMATION ON...

skill_moves

0.06

international_reputation

0.03

work_rate

0.03

position

0.01

preferred_foot

0.01

THESE FEATURES
GIVE INFORMATION
ON weak_foot:

skill_moves

0.07

position

0.03

work_rate

0.02

international_reputation

0.01

preferred_foot

0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

weak_foot
CORRELATION RATIO WITH...

attacking_volleys

0.38

skill_ball_control

0.38

power_long_shots

0.38

attacking_finishing

0.37

lf

0.37

cf

0.37

rf

0.37

skill_dribbling

0.37

lam

0.37

cam

0.37

ram

0.37

lw

0.37

rw

0.37

ls

0.37

skill_moves

MISSING:

---

TOP CATEGORIES

2

8,617

47%

3

6,536

36%

1

2,036

11%

4

1,040

6%

5

49

<1%

ALL

18,278

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

skill_moves
PROVIDES INFORMATION ON...

work_rate

0.13

position

0.10

international_reputation

0.09

weak_foot

0.07

preferred_foot

0.01

THESE FEATURES
GIVE INFORMATION
ON skill_moves:

position

0.19

work_rate

0.08

weak_foot

0.06

international_reputation

0.03

preferred_foot

0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
CORRELATION RATIO WITH...

goalkeeping_reflexes

0.98

goalkeeping_diving

0.98

goalkeeping_handling

0.97

goalkeeping_kicking

0.97

goalkeeping_positioning

0.97

lm

0.96

rm

0.96

lw

0.95

rw

0.95

lam

0.95

cam

0.95

ram

0.95

lf

0.95

cf

0.95

work_rate

MISSING:

---

TOP CATEGORIES

1

12,479

68%

2

4,886

27%

0

913

5%

ALL

18,278

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

work_rate
PROVIDES INFORMATION ON...

skill_moves

0.08

position

0.03

weak_foot

0.02

international_reputation

0.01

preferred_foot

0.00

THESE FEATURES
GIVE INFORMATION
ON work_rate:

skill_moves

0.13

position

0.09

weak_foot

0.03

international_reputation

0.00

preferred_foot

0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

work_rate
CORRELATION RATIO WITH...

mentality_positioning

0.41

pace

0.39

attacking_finishing

0.39

movement_acceleration

0.39

movement_sprint_speed

0.38

skill_dribbling

0.37

movement_agility

0.37

skill_curve

0.36

attacking_volleys

0.36

power_long_shots

0.35

lw

0.35

rw

0.35

attacking_crossing

0.35

lf

0.35

release_clause_eur

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

value_eur

0.98

wage_eur

0.84

overall

0.61

potential

0.58

movement_reactions

0.54

mentality_composure

0.44

mentality_vision

0.35

power_shot_power

0.34

attacking_short_passing

0.32

skill_long_passing

0.30

skill_ball_control

0.29

skill_curve

0.27

attacking_volleys

0.27

power_long_shots

0.26

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

international_reputation

0.61

skill_moves

0.40

position

0.22

weak_foot

0.18

work_rate

0.14

preferred_foot

0.01

MOST FREQUENT VALUES

4740717.432273263

1,298

7.1%

1100000.0

535

2.9%

1300000.0

447

2.4%

1200000.0

402

2.2%

1400000.0

394

2.2%

1500000.0

344

1.9%

1600000.0

330

1.8%

1700000.0

324

1.8%

1000000.0

308

1.7%

1800000.0

245

1.3%

1900000.0

222

1.2%

2000000.0

186

1.0%

2100000.0

173

0.9%

2200000.0

165

0.9%

2400000.0

141

0.8%

SMALLEST VALUES

13000.0

2

<0.1%

18000.0

2

<0.1%

25000.0

1

<0.1%

29000.0

1

<0.1%

31000.0

2

<0.1%

33000.0

3

<0.1%

35000.0

1

<0.1%

38000.0

2

<0.1%

40000.0

1

<0.1%

41000.0

1

<0.1%

43000.0

2

<0.1%

44000.0

2

<0.1%

47000.0

8

<0.1%

48000.0

1

<0.1%

49000.0

1

<0.1%

LARGEST VALUES

195800000.0

1

<0.1%

195200000.0

1

<0.1%

191700000.0

1

<0.1%

184500000.0

1

<0.1%

166500000.0

1

<0.1%

164700000.0

1

<0.1%

159800000.0

1

<0.1%

150200000.0

1

<0.1%

148900000.0

1

<0.1%

143400000.0

1

<0.1%

143200000.0

1

<0.1%

141500000.0

1

<0.1%

140500000.0

1

<0.1%

132000000.0

1

<0.1%

130900000.0

1

<0.1%

position

MISSING:

---

TOP CATEGORIES

SUB

7,820

43%

RES

2,958

16%

GK

662

4%

LCB

660

4%

RCB

660

4%

RB

560

3%

LB

560

3%

ST

458

3%

RCM

411

2%

LCM

411

2%

RM

399

2%

LM

398

2%

CAM

311

2%

RDM

244

1%

LDM

242

1%

unknown

240

1%

RS

195

1%

(Other)

1,089

6%

ALL

18,278

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

position
PROVIDES INFORMATION ON...

skill_moves

0.19

preferred_foot

0.09

work_rate

0.09

international_reputation

0.04

weak_foot

0.03

THESE FEATURES
GIVE INFORMATION
ON position:

skill_moves

0.10

work_rate

0.03

preferred_foot

0.02

weak_foot

0.01

international_reputation

0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

position
CORRELATION RATIO WITH...

goalkeeping_positioning

0.62

goalkeeping_reflexes

0.61

goalkeeping_diving

0.61

goalkeeping_handling

0.61

goalkeeping_kicking

0.61

ldm

0.60

cdm

0.60

rdm

0.60

lcb

0.60

cb

0.60

rcb

0.60

lb

0.60

rb

0.60

lwb

0.60

pace

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

movement_sprint_speed

0.71

movement_acceleration

0.71

movement_agility

0.56

movement_balance

0.45

height_cm

-0.39

weight_kg

-0.35

skill_dribbling

0.33

attacking_crossing

0.32

power_strength

-0.32

mentality_positioning

0.31

attacking_finishing

0.29

skill_curve

0.27

mentality_vision

0.25

lw

0.25

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.42

position

0.42

work_rate

0.39

weak_foot

0.15

preferred_foot

0.06

international_reputation

0.04

MOST FREQUENT VALUES

67.70089890407586

2,036

11.1%

67.0

689

3.8%

66.0

657

3.6%

71.0

633

3.5%

69.0

627

3.4%

70.0

614

3.4%

68.0

613

3.4%

64.0

593

3.2%

72.0

585

3.2%

74.0

579

3.2%

73.0

579

3.2%

76.0

572

3.1%

75.0

545

3.0%

65.0

544

3.0%

77.0

514

2.8%

SMALLEST VALUES

24.0

1

<0.1%

25.0

2

<0.1%

29.0

4

<0.1%

30.0

21

0.1%

31.0

22

0.1%

32.0

39

0.2%

33.0

43

0.2%

34.0

43

0.2%

35.0

33

0.2%

36.0

26

0.1%

37.0

32

0.2%

38.0

38

0.2%

39.0

38

0.2%

40.0

40

0.2%

41.0

60

0.3%

LARGEST VALUES

96.0

2

<0.1%

95.0

4

<0.1%

94.0

17

<0.1%

93.0

30

0.2%

92.0

54

0.3%

91.0

81

0.4%

90.0

86

0.5%

89.0

90

0.5%

88.0

106

0.6%

87.0

126

0.7%

86.0

147

0.8%

85.0

157

0.9%

84.0

174

1.0%

83.0

191

1.0%

82.0

258

1.4%

physic

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

power_strength

0.84

mentality_aggression

0.60

weight_kg

0.52

overall

0.48

mentality_interceptions

0.45

height_cm

0.44

movement_reactions

0.42

defending_marking

0.41

defending_standing_tackle

0.41

attacking_heading_accuracy

0.40

age

0.40

power_jumping

0.40

power_stamina

0.40

defending_sliding_tackle

0.38

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

position

0.43

international_reputation

0.18

work_rate

0.14

skill_moves

0.07

preferred_foot

0.05

weak_foot

0.03

MOST FREQUENT VALUES

64.87667774904568

2,036

11.1%

67.0

726

4.0%

69.0

715

3.9%

70.0

691

3.8%

66.0

686

3.8%

72.0

679

3.7%

68.0

666

3.6%

71.0

657

3.6%

65.0

598

3.3%

74.0

574

3.1%

64.0

571

3.1%

62.0

552

3.0%

63.0

541

3.0%

73.0

522

2.9%

61.0

514

2.8%

SMALLEST VALUES

27.0

1

<0.1%

31.0

2

<0.1%

32.0

1

<0.1%

33.0

4

<0.1%

34.0

13

<0.1%

35.0

13

<0.1%

36.0

16

<0.1%

37.0

22

0.1%

38.0

28

0.2%

39.0

48

0.3%

40.0

58

0.3%

41.0

52

0.3%

42.0

81

0.4%

43.0

82

0.4%

44.0

98

0.5%

LARGEST VALUES

90.0

1

<0.1%

89.0

3

<0.1%

88.0

8

<0.1%

87.0

13

<0.1%

86.0

18

<0.1%

85.0

34

0.2%

84.0

58

0.3%

83.0

84

0.5%

82.0

119

0.7%

81.0

147

0.8%

80.0

190

1.0%

79.0

278

1.5%

78.0

333

1.8%

77.0

385

2.1%

76.0

446

2.4%

attacking_crossing

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

lm

0.87

rm

0.87

lw

0.86

rw

0.86

skill_dribbling

0.86

lam

0.85

cam

0.85

ram

0.85

skill_ball_control

0.85

lcm

0.84

cm

0.84

rcm

0.84

lf

0.84

cf

0.84

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.80

position

0.54

work_rate

0.35

weak_foot

0.32

preferred_foot

0.20

international_reputation

0.19

MOST FREQUENT VALUES

62

549

3.0%

65

522

2.9%

58

522

2.9%

60

514

2.8%

64

504

2.8%

59

490

2.7%

61

469

2.6%

57

460

2.5%

63

454

2.5%

56

430

2.4%

66

428

2.3%

68

415

2.3%

55

415

2.3%

67

408

2.2%

52

396

2.2%

SMALLEST VALUES

5

1

<0.1%

6

3

<0.1%

7

8

<0.1%

8

27

0.1%

9

38

0.2%

10

160

0.9%

11

274

1.5%

12

272

1.5%

13

311

1.7%

14

254

1.4%

15

158

0.9%

16

95

0.5%

17

90

0.5%

18

113

0.6%

19

75

0.4%

LARGEST VALUES

93

1

<0.1%

91

3

<0.1%

90

2

<0.1%

89

4

<0.1%

88

4

<0.1%

87

6

<0.1%

86

15

<0.1%

85

9

<0.1%

84

20

0.1%

83

24

0.1%

82

42

0.2%

81

39

0.2%

80

51

0.3%

79

65

0.4%

78

113

0.6%

attacking_finishing

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

mentality_positioning

0.90

attacking_volleys

0.89

power_long_shots

0.88

ls

0.85

st

0.85

rs

0.85

mentality_penalties

0.85

lf

0.84

cf

0.84

rf

0.84

skill_dribbling

0.83

lw

0.83

rw

0.83

lam

0.82

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.77

position

0.56

work_rate

0.39

weak_foot

0.37

international_reputation

0.18

preferred_foot

0.04

MOST FREQUENT VALUES

58

497

2.7%

60

444

2.4%

65

437

2.4%

62

421

2.3%

59

419

2.3%

63

413

2.3%

64

409

2.2%

66

390

2.1%

61

374

2.0%

55

358

2.0%

57

354

1.9%

67

337

1.8%

54

333

1.8%

68

332

1.8%

56

331

1.8%

SMALLEST VALUES

2

<0.1%

3

2

<0.1%

4

8

<0.1%

5

92

0.5%

6

120

0.7%

7

139

0.8%

8

182

1.0%

9

185

1.0%

10

124

0.7%

11

174

1.0%

12

191

1.0%

13

173

0.9%

14

162

0.9%

15

170

0.9%

16

154

0.8%

LARGEST VALUES

95

1

<0.1%

94

2

<0.1%

93

1

<0.1%

91

1

<0.1%

90

1

<0.1%

89

5

<0.1%

88

8

<0.1%

87

7

<0.1%

86

14

<0.1%

85

9

<0.1%

84

19

0.1%

83

21

0.1%

82

23

0.1%

81

26

0.1%

80

53

0.3%

attacking_heading_accuracy

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

lcb

0.82

cb

0.82

rcb

0.82

ldm

0.79

cdm

0.79

rdm

0.79

lb

0.78

rb

0.78

lwb

0.76

rwb

0.76

ls

0.76

st

0.76

rs

0.76

goalkeeping_diving

-0.75

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.78

position

0.55

weak_foot

0.24

work_rate

0.23

international_reputation

0.16

preferred_foot

0.04

MOST FREQUENT VALUES

58

640

3.5%

60

592

3.2%

59

556

3.0%

55

553

3.0%

65

540

3.0%

62

531

2.9%

64

509

2.8%

57

471

2.6%

54

467

2.6%

52

454

2.5%

61

452

2.5%

56

451

2.5%

49

439

2.4%

63

439

2.4%

68

434

2.4%

SMALLEST VALUES

5

3

<0.1%

6

2

<0.1%

7

<0.1%

8

19

0.1%

9

25

0.1%

10

174

1.0%

11

255

1.4%

12

276

1.5%

13

307

1.7%

14

269

1.5%

15

149

0.8%

16

120

0.7%

17

79

0.4%

18

89

0.5%

19

76

0.4%

LARGEST VALUES

93

3

<0.1%

92

3

<0.1%

91

2

<0.1%

90

6

<0.1%

89

4

<0.1%

88

2

<0.1%

87

5

<0.1%

86

17

<0.1%

85

21

0.1%

84

22

0.1%

83

47

0.3%

82

52

0.3%

81

48

0.3%

80

71

0.4%

79

90

0.5%

attacking_short_passing

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

lcm

0.93

cm

0.93

rcm

0.93

skill_ball_control

0.92

lam

0.90

cam

0.90

ram

0.90

lm

0.90

rm

0.90

skill_long_passing

0.90

lf

0.89

cf

0.89

rf

0.89

lw

0.88

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.83

position

0.52

weak_foot

0.34

work_rate

0.26

international_reputation

0.24

preferred_foot

0.10

MOST FREQUENT VALUES

64

841

4.6%

65

825

4.5%

63

802

4.4%

62

795

4.3%

68

767

4.2%

66

737

4.0%

67

723

4.0%

60

637

3.5%

70

576

3.2%

58

575

3.1%

59

566

3.1%

61

549

3.0%

69

540

3.0%

72

481

2.6%

57

466

2.5%

SMALLEST VALUES

7

1

<0.1%

8

1

<0.1%

11

8

<0.1%

12

17

<0.1%

13

<0.1%

14

12

<0.1%

15

59

0.3%

16

40

0.2%

17

55

0.3%

18

45

0.2%

19

62

0.3%

20

80

0.4%

21

78

0.4%

22

83

0.5%

23

134

0.7%

LARGEST VALUES

92

4

<0.1%

91

4

<0.1%

90

3

<0.1%

89

7

<0.1%

88

5

<0.1%

87

7

<0.1%

86

20

0.1%

85

29

0.2%

84

42

0.2%

83

53

0.3%

82

67

0.4%

81

75

0.4%

80

107

0.6%

79

136

0.7%

78

172

0.9%

attacking_volleys

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

attacking_finishing

0.89

power_long_shots

0.87

mentality_positioning

0.86

mentality_penalties

0.84

ls

0.83

st

0.83

rs

0.83

lf

0.83

cf

0.83

rf

0.83

lw

0.82

rw

0.82

skill_dribbling

0.81

lam

0.81

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.77

position

0.53

weak_foot

0.38

work_rate

0.36

international_reputation

0.24

preferred_foot

0.05

MOST FREQUENT VALUES

48

404

2.2%

45

390

2.1%

59

388

2.1%

42

383

2.1%

55

378

2.1%

49

376

2.1%

52

371

2.0%

58

362

2.0%

53

359

2.0%

41

359

2.0%

44

356

1.9%

43

349

1.9%

32

346

1.9%

40

345

1.9%

38

345

1.9%

SMALLEST VALUES

3

2

<0.1%

4

12

<0.1%

5

107

0.6%

6

124

0.7%

7

128

0.7%

8

174

1.0%

9

160

0.9%

10

100

0.5%

11

136

0.7%

12

183

1.0%

13

196

1.1%

14

157

0.9%

15

151

0.8%

16

113

0.6%

17

113

0.6%

LARGEST VALUES

90

4

<0.1%

88

6

<0.1%

87

4

<0.1%

86

5

<0.1%

85

9

<0.1%

84

14

<0.1%

83

16

<0.1%

82

17

<0.1%

81

21

0.1%

80

22

0.1%

79

24

0.1%

78

43

0.2%

77

51

0.3%

76

80

0.4%

75

90

0.5%

skill_dribbling

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

lw

0.96

rw

0.96

lf

0.95

cf

0.95

rf

0.95

lam

0.95

cam

0.95

ram

0.95

lm

0.95

rm

0.95

skill_ball_control

0.94

ls

0.93

st

0.93

rs

0.93

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.90

position

0.55

work_rate

0.37

weak_foot

0.37

international_reputation

0.18

preferred_foot

0.13

MOST FREQUENT VALUES

65

740

4.0%

63

718

3.9%

62

707

3.9%

64

702

3.8%

66

637

3.5%

68

625

3.4%

67

615

3.4%

61

536

2.9%

59

521

2.9%

58

520

2.8%

60

511

2.8%

70

483

2.6%

69

473

2.6%

71

464

2.5%

57

456

2.5%

SMALLEST VALUES

4

5

<0.1%

5

33

0.2%

6

43

0.2%

7

63

0.3%

8

79

0.4%

9

87

0.5%

10

138

0.8%

11

194

1.1%

12

226

1.2%

13

212

1.2%

14

220

1.2%

15

149

0.8%

16

125

0.7%

17

89

0.5%

18

94

0.5%

LARGEST VALUES

97

1

<0.1%

96

1

<0.1%

95

1

<0.1%

92

4

<0.1%

91

2

<0.1%

90

13

<0.1%

89

9

<0.1%

88

19

0.1%

87

21

0.1%

86

33

0.2%

85

44

0.2%

84

48

0.3%

83

67

0.4%

82

90

0.5%

81

68

0.4%

skill_curve

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

skill_fk_accuracy

0.86

skill_dribbling

0.85

power_long_shots

0.84

attacking_crossing

0.84

lw

0.84

rw

0.84

lam

0.84

cam

0.84

ram

0.84

skill_ball_control

0.83

lf

0.83

cf

0.83

rf

0.83

lm

0.83

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.80

position

0.51

weak_foot

0.36

work_rate

0.36

international_reputation

0.23

preferred_foot

0.15

MOST FREQUENT VALUES

58

421

2.3%

48

407

2.2%

45

387

2.1%

59

383

2.1%

60

382

2.1%

49

381

2.1%

55

373

2.0%

42

363

2.0%

63

360

2.0%

64

360

2.0%

65

358

2.0%

62

356

1.9%

53

351

1.9%

54

343

1.9%

57

341

1.9%

SMALLEST VALUES

6

4

<0.1%

7

5

<0.1%

8

18

<0.1%

9

33

0.2%

10

167

0.9%

11

224

1.2%

12

265

1.4%

13

305

1.7%

14

248

1.4%

15

158

0.9%

16

137

0.7%

17

89

0.5%

18

104

0.6%

19

112

0.6%

20

126

0.7%

LARGEST VALUES

94

1

<0.1%

93

1

<0.1%

92

1

<0.1%

91

1

<0.1%

90

5

<0.1%

89

5

<0.1%

88

7

<0.1%

87

10

<0.1%

86

20

0.1%

85

36

0.2%

84

28

0.2%

83

44

0.2%

82

63

0.3%

81

69

0.4%

80

87

0.5%

skill_fk_accuracy

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

skill_curve

0.86

power_long_shots

0.81

lam

0.77

cam

0.77

ram

0.77

attacking_crossing

0.76

skill_ball_control

0.76

lw

0.76

rw

0.76

lf

0.76

cf

0.76

rf

0.76

skill_dribbling

0.76

lm

0.76

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.73

position

0.49

weak_foot

0.34

work_rate

0.29

international_reputation

0.22

preferred_foot

0.14

MOST FREQUENT VALUES

35

478

2.6%

39

472

2.6%

40

471

2.6%

42

465

2.5%

32

459

2.5%

34

424

2.3%

30

418

2.3%

38

417

2.3%

41

409

2.2%

31

409

2.2%

37

384

2.1%

33

381

2.1%

48

373

2.0%

36

373

2.0%

29

370

2.0%

SMALLEST VALUES

4

1

<0.1%

6

3

<0.1%

7

13

<0.1%

8

27

0.1%

9

32

0.2%

10

155

0.8%

11

248

1.4%

12

325

1.8%

13

308

1.7%

14

260

1.4%

15

157

0.9%

16

109

0.6%

17

89

0.5%

18

100

0.5%

19

97

0.5%

LARGEST VALUES

94

1

<0.1%

92

2

<0.1%

91

2

<0.1%

90

3

<0.1%

89

2

<0.1%

88

4

<0.1%

87

7

<0.1%

86

8

<0.1%

85

14

<0.1%

84

11

<0.1%

83

14

<0.1%

82

24

0.1%

81

26

0.1%

80

42

0.2%

79

43

0.2%

skill_long_passing

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

attacking_short_passing

0.90

lcm

0.83

cm

0.83

rcm

0.83

ldm

0.80

cdm

0.80

rdm

0.80

skill_ball_control

0.79

lwb

0.79

rwb

0.79

lam

0.78

cam

0.78

ram

0.78

lm

0.77

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.69

position

0.49

weak_foot

0.30

international_reputation

0.24

work_rate

0.20

preferred_foot

0.10

MOST FREQUENT VALUES

59

635

3.5%

62

630

3.4%

58

620

3.4%

63

583

3.2%

65

582

3.2%

60

566

3.1%

64

563

3.1%

55

539

2.9%

61

508

2.8%

57

500

2.7%

53

472

2.6%

66

464

2.5%

54

455

2.5%

68

444

2.4%

56

434

2.4%

SMALLEST VALUES

8

1

<0.1%

9

3

<0.1%

10

2

<0.1%

11

7

<0.1%

12

17

<0.1%

13

22

0.1%

14

18

<0.1%

15

56

0.3%

16

67

0.4%

17

66

0.4%

18

85

0.5%

19

82

0.4%

20

114

0.6%

21

131

0.7%

22

164

0.9%

LARGEST VALUES

92

2

<0.1%

91

1

<0.1%

90

2

<0.1%

89

3

<0.1%

88

2

<0.1%

87

8

<0.1%

86

4

<0.1%

85

13

<0.1%

84

8

<0.1%

83

25

0.1%

82

34

0.2%

81

40

0.2%

80

55

0.3%

79

61

0.3%

78

65

0.4%

skill_ball_control

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

lam

0.96

cam

0.96

ram

0.96

lf

0.96

cf

0.96

rf

0.96

lw

0.96

rw

0.96

lm

0.96

rm

0.96

lcm

0.95

cm

0.95

rcm

0.95

ls

0.94

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.90

position

0.55

weak_foot

0.38

work_rate

0.33

international_reputation

0.22

preferred_foot

0.11

MOST FREQUENT VALUES

64

833

4.6%

65

815

4.5%

66

750

4.1%

63

745

4.1%

68

724

4.0%

62

703

3.8%

67

686

3.8%

70

667

3.6%

60

633

3.5%

61

592

3.2%

69

565

3.1%

72

549

3.0%

59

531

2.9%

58

526

2.9%

71

478

2.6%

SMALLEST VALUES

5

1

<0.1%

8

1

<0.1%

9

6

<0.1%

10

50

0.3%

11

63

0.3%

12

98

0.5%

13

80

0.4%

14

107

0.6%

15

114

0.6%

16

124

0.7%

17

112

0.6%

18

147

0.8%

19

148

0.8%

20

146

0.8%

21

116

0.6%

LARGEST VALUES

96

1

<0.1%

95

1

<0.1%

94

1

<0.1%

93

3

<0.1%

92

5

<0.1%

91

5

<0.1%

90

7

<0.1%

89

11

<0.1%

88

18

<0.1%

87

16

<0.1%

86

25

0.1%

85

47

0.3%

84

58

0.3%

83

56

0.3%

82

91

0.5%

movement_acceleration

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

movement_sprint_speed

0.92

movement_agility

0.82

lw

0.75

rw

0.75

skill_dribbling

0.75

lm

0.74

rm

0.74

lf

0.72

cf

0.72

rf

0.72

movement_balance

0.72

lam

0.72

cam

0.72

ram

0.72

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.71

position

0.45

work_rate

0.39

weak_foot

0.28

preferred_foot

0.12

international_reputation

0.03

MOST FREQUENT VALUES

68

687

3.8%

67

659

3.6%

69

647

3.5%

66

621

3.4%

65

614

3.4%

74

568

3.1%

72

566

3.1%

70

551

3.0%

75

551

3.0%

73

550

3.0%

71

544

3.0%

64

535

2.9%

76

524

2.9%

77

520

2.8%

63

489

2.7%

SMALLEST VALUES

12

1

<0.1%

13

1

<0.1%

14

2

<0.1%

15

<0.1%

16

22

0.1%

17

22

0.1%

18

30

0.2%

19

17

<0.1%

20

33

0.2%

21

34

0.2%

22

34

0.2%

23

30

0.2%

24

36

0.2%

25

46

0.3%

26

43

0.2%

LARGEST VALUES

97

1

<0.1%

96

2

<0.1%

95

9

<0.1%

94

27

0.1%

93

48

0.3%

92

62

0.3%

91

88

0.5%

90

107

0.6%

89

102

0.6%

88

113

0.6%

87

128

0.7%

86

162

0.9%

85

163

0.9%

84

189

1.0%

83

215

1.2%

movement_sprint_speed

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

movement_acceleration

0.92

movement_agility

0.77

lw

0.74

rw

0.74

lm

0.73

rm

0.73

skill_dribbling

0.73

lf

0.72

cf

0.72

rf

0.72

pace

0.71

lam

0.71

cam

0.71

ram

0.71

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.69

position

0.44

work_rate

0.38

weak_foot

0.27

preferred_foot

0.11

international_reputation

0.03

MOST FREQUENT VALUES

68

702

3.8%

69

678

3.7%

67

668

3.7%

66

637

3.5%

65

596

3.3%

74

592

3.2%

72

586

3.2%

73

583

3.2%

75

582

3.2%

71

564

3.1%

70

563

3.1%

64

550

3.0%

76

533

2.9%

77

505

2.8%

63

500

2.7%

SMALLEST VALUES

11

2

<0.1%

12

1

<0.1%

13

1

<0.1%

14

1

<0.1%

15

21

0.1%

16

25

0.1%

17

22

0.1%

18

27

0.1%

19

0.1%

20

32

0.2%

21

26

0.1%

22

31

0.2%

23

38

0.2%

24

30

0.2%

25

40

0.2%

LARGEST VALUES

96

4

<0.1%

95

7

<0.1%

94

18

<0.1%

93

35

0.2%

92

67

0.4%

91

79

0.4%

90

121

0.7%

89

76

0.4%

88

107

0.6%

87

135

0.7%

86

139

0.8%

85

179

1.0%

84

197

1.1%

83

209

1.1%

82

229

1.3%

movement_agility

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

movement_acceleration

0.82

movement_balance

0.78

movement_sprint_speed

0.77

skill_dribbling

0.77

lw

0.75

rw

0.75

lm

0.73

rm

0.73

lam

0.73

cam

0.73

ram

0.73

lf

0.72

cf

0.72

rf

0.72

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.71

position

0.45

work_rate

0.37

weak_foot

0.31

preferred_foot

0.10

international_reputation

0.09

MOST FREQUENT VALUES

68

607

3.3%

67

584

3.2%

70

578

3.2%

72

573

3.1%

65

570

3.1%

69

567

3.1%

66

560

3.1%

74

545

3.0%

71

543

3.0%

73

543

3.0%

75

512

2.8%

63

502

2.7%

64

500

2.7%

76

476

2.6%

62

474

2.6%

SMALLEST VALUES

11

1

<0.1%

14

1

<0.1%

15

1

<0.1%

17

1

<0.1%

18

8

<0.1%

19

5

<0.1%

20

3

<0.1%

21

0.1%

22

33

0.2%

23

27

0.1%

24

30

0.2%

25

44

0.2%

26

34

0.2%

27

38

0.2%

28

51

0.3%

LARGEST VALUES

96

1

<0.1%

95

5

<0.1%

94

18

<0.1%

93

33

0.2%

92

64

0.4%

91

85

0.5%

90

116

0.6%

89

82

0.4%

88

101

0.6%

87

112

0.6%

86

132

0.7%

85

161

0.9%

84

177

1.0%

83

220

1.2%

82

214

1.2%

movement_reactions

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

overall

0.86

mentality_composure

0.69

value_eur

0.56

release_clause_eur

0.54

power_shot_power

0.52

potential

0.52

mentality_vision

0.52

wage_eur

0.51

attacking_short_passing

0.50

skill_long_passing

0.48

age

0.46

skill_ball_control

0.46

power_long_shots

0.44

skill_curve

0.42

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

international_reputation

0.44

skill_moves

0.41

position

0.37

weak_foot

0.23

work_rate

0.19

preferred_foot

0.02

MOST FREQUENT VALUES

62

855

4.7%

63

841

4.6%

65

837

4.6%

58

821

4.5%

64

821

4.5%

60

792

4.3%

66

761

4.2%

68

711

3.9%

59

702

3.8%

61

695

3.8%

67

652

3.6%

57

605

3.3%

55

591

3.2%

56

584

3.2%

70

565

3.1%

SMALLEST VALUES

21

1

<0.1%

24

1

<0.1%

25

2

<0.1%

27

1

<0.1%

28

4

<0.1%

29

3

<0.1%

30

4

<0.1%

31

9

<0.1%

32

12

<0.1%

33

12

<0.1%

34

7

<0.1%

35

15

<0.1%

36

20

0.1%

37

27

0.1%

38

35

0.2%

LARGEST VALUES

96

1

<0.1%

95

1

<0.1%

93

1

<0.1%

92

5

<0.1%

91

4

<0.1%

90

3

<0.1%

89

7

<0.1%

88

7

<0.1%

87

14

<0.1%

86

14

<0.1%

85

26

0.1%

84

44

0.2%

83

54

0.3%

82

86

0.5%

81

79

0.4%

movement_balance

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

height_cm

-0.79

movement_agility

0.78

movement_acceleration

0.72

skill_dribbling

0.67

weight_kg

-0.67

lw

0.66

rw

0.66

movement_sprint_speed

0.65

lm

0.65

rm

0.65

lam

0.64

cam

0.64

ram

0.64

lf

0.63

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.62

position

0.42

work_rate

0.30

weak_foot

0.26

preferred_foot

0.09

international_reputation

0.04

MOST FREQUENT VALUES

68

607

3.3%

66

604

3.3%

69

601

3.3%

67

598

3.3%

71

593

3.2%

72

580

3.2%

70

580

3.2%

65

577

3.2%

73

550

3.0%

64

537

2.9%

75

520

2.8%

74

513

2.8%

63

509

2.8%

76

484

2.6%

62

466

2.5%

SMALLEST VALUES

12

1

<0.1%

17

3

<0.1%

19

4

<0.1%

20

7

<0.1%

21

0.1%

22

32

0.2%

23

20

0.1%

24

26

0.1%

25

26

0.1%

26

35

0.2%

27

31

0.2%

28

42

0.2%

29

63

0.3%

30

64

0.4%

31

77

0.4%

LARGEST VALUES

97

1

<0.1%

96

2

<0.1%

95

7

<0.1%

94

23

0.1%

93

42

0.2%

92

62

0.3%

91

79

0.4%

90

101

0.6%

89

86

0.5%

88

103

0.6%

87

114

0.6%

86

133

0.7%

85

149

0.8%

84

181

1.0%

83

193

1.1%

power_shot_power

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

power_long_shots

0.80

attacking_volleys

0.74

attacking_finishing

0.72

skill_curve

0.68

mentality_vision

0.67

mentality_penalties

0.67

mentality_positioning

0.66

skill_fk_accuracy

0.65

skill_ball_control

0.62

mentality_composure

0.62

ls

0.61

st

0.61

rs

0.61

skill_dribbling

0.61

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.59

position

0.41

weak_foot

0.32

work_rate

0.31

international_reputation

0.30

preferred_foot

0.03

MOST FREQUENT VALUES

65

578

3.2%

68

569

3.1%

62

537

2.9%

70

536

2.9%

66

524

2.9%

64

523

2.9%

58

485

2.7%

63

472

2.6%

60

469

2.6%

55

467

2.6%

67

467

2.6%

59

466

2.5%

61

462

2.5%

56

455

2.5%

44

425

2.3%

SMALLEST VALUES

14

1

<0.1%

15

1

<0.1%

16

1

<0.1%

17

1

<0.1%

18

1

<0.1%

20

18

<0.1%

21

0.1%

22

0.1%

23

0.1%

24

33

0.2%

25

36

0.2%

26

38

0.2%

27

36

0.2%

28

57

0.3%

29

57

0.3%

LARGEST VALUES

95

2

<0.1%

94

1

<0.1%

92

1

<0.1%

91

1

<0.1%

90

8

<0.1%

89

5

<0.1%

88

14

<0.1%

87

16

<0.1%

86

39

0.2%

85

61

0.3%

84

83

0.5%

83

74

0.4%

82

100

0.5%

81

118

0.6%

80

191

1.0%

power_jumping

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

attacking_heading_accuracy

0.40

physic

0.40

mentality_aggression

0.39

power_stamina

0.35

lcb

0.34

cb

0.34

rcb

0.34

power_strength

0.32

mentality_interceptions

0.30

lb

0.30

rb

0.30

ldm

0.29

cdm

0.29

rdm

0.29

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

position

0.26

skill_moves

0.23

international_reputation

0.12

work_rate

0.11

weak_foot

0.09

preferred_foot

0.03

MOST FREQUENT VALUES

70

692

3.8%

72

683

3.7%

71

659

3.6%

67

650

3.6%

68

638

3.5%

64

627

3.4%

65

623

3.4%

66

619

3.4%

63

601

3.3%

69

601

3.3%

73

598

3.3%

62

585

3.2%

60

579

3.2%

74

548

3.0%

61

529

2.9%

SMALLEST VALUES

19

1

<0.1%

22

2

<0.1%

23

1

<0.1%

25

2

<0.1%

26

2

<0.1%

27

5

<0.1%

28

2

<0.1%

29

12

<0.1%

30

32

0.2%

31

54

0.3%

32

70

0.4%

33

82

0.4%

34

94

0.5%

35

67

0.4%

36

56

0.3%

LARGEST VALUES

95

3

<0.1%

94

4

<0.1%

93

21

0.1%

92

53

0.3%

91

69

0.4%

90

102

0.6%

89

54

0.3%

88

72

0.4%

87

81

0.4%

86

95

0.5%

85

132

0.7%

84

157

0.9%

83

189

1.0%

82

231

1.3%

81

279

1.5%

power_stamina

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

lwb

0.83

rwb

0.83

lb

0.82

rb

0.82

ldm

0.80

cdm

0.80

rdm

0.80

lcm

0.80

cm

0.80

rcm

0.80

lm

0.78

rm

0.78

lcb

0.76

cb

0.76

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.74

position

0.53

work_rate

0.31

weak_foot

0.26

international_reputation

0.08

preferred_foot

0.08

MOST FREQUENT VALUES

68

633

3.5%

70

616

3.4%

67

609

3.3%

66

605

3.3%

71

602

3.3%

72

595

3.3%

69

585

3.2%

65

583

3.2%

73

571

3.1%

64

557

3.0%

74

555

3.0%

75

529

2.9%

63

511

2.8%

62

495

2.7%

76

458

2.5%

SMALLEST VALUES

12

1

<0.1%

13

3

<0.1%

14

3

<0.1%

15

3

<0.1%

16

24

0.1%

17

37

0.2%

18

47

0.3%

19

49

0.3%

20

60

0.3%

21

70

0.4%

22

74

0.4%

23

79

0.4%

24

79

0.4%

25

118

0.6%

26

83

0.5%

LARGEST VALUES

97

1

<0.1%

96

1

<0.1%

95

3

<0.1%

94

8

<0.1%

93

33

0.2%

92

58

0.3%

91

83

0.5%

90

116

0.6%

89

81

0.4%

88

100

0.5%

87

111

0.6%

86

137

0.7%

85

163

0.9%

84

167

0.9%

83

198

1.1%

power_strength

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

physic

0.84

weight_kg

0.61

height_cm

0.54

attacking_heading_accuracy

0.49

mentality_aggression

0.48

movement_balance

-0.38

lcb

0.36

cb

0.36

rcb

0.36

overall

0.36

mentality_interceptions

0.35

age

0.34

defending_marking

0.34

defending_standing_tackle

0.32

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

position

0.41

skill_moves

0.21

work_rate

0.16

international_reputation

0.14

preferred_foot

0.05

weak_foot

0.03

MOST FREQUENT VALUES

68

645

3.5%

70

622

3.4%

67

607

3.3%

73

600

3.3%

72

598

3.3%

69

596

3.3%

64

589

3.2%

71

587

3.2%

66

587

3.2%

65

572

3.1%

75

553

3.0%

62

553

3.0%

74

548

3.0%

60

520

2.8%

61

515

2.8%

SMALLEST VALUES

20

3

<0.1%

22

1

<0.1%

24

2

<0.1%

25

4

<0.1%

26

3

<0.1%

27

3

<0.1%

28

6

<0.1%

29

18

<0.1%

30

34

0.2%

31

55

0.3%

32

61

0.3%

33

76

0.4%

34

82

0.4%

35

53

0.3%

36

52

0.3%

LARGEST VALUES

97

1

<0.1%

95

3

<0.1%

94

10

<0.1%

93

33

0.2%

92

62

0.3%

91

81

0.4%

90

121

0.7%

89

72

0.4%

88

101

0.6%

87

104

0.6%

86

128

0.7%

85

167

0.9%

84

186

1.0%

83

222

1.2%

82

225

1.2%

power_long_shots

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

attacking_finishing

0.88

attacking_volleys

0.87

mentality_positioning

0.87

lf

0.86

cf

0.86

rf

0.86

ls

0.86

st

0.86

rs

0.86

lam

0.85

cam

0.85

ram

0.85

lw

0.85

rw

0.85

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.78

position

0.53

weak_foot

0.38

work_rate

0.35

international_reputation

0.22

preferred_foot

0.07

MOST FREQUENT VALUES

58

502

2.7%

59

482

2.6%

62

465

2.5%

55

439

2.4%

60

427

2.3%

65

412

2.3%

64

402

2.2%

63

395

2.2%

52

392

2.1%

56

388

2.1%

68

384

2.1%

66

384

2.1%

61

382

2.1%

57

373

2.0%

54

372

2.0%

SMALLEST VALUES

4

6

<0.1%

5

107

0.6%

6

130

0.7%

7

126

0.7%

8

139

0.8%

9

159

0.9%

10

74

0.4%

11

117

0.6%

12

189

1.0%

13

172

0.9%

14

178

1.0%

15

194

1.1%

16

161

0.9%

17

182

1.0%

18

179

1.0%

LARGEST VALUES

94

1

<0.1%

93

1

<0.1%

92

1

<0.1%

90

4

<0.1%

89

4

<0.1%

88

5

<0.1%

87

4

<0.1%

86

11

<0.1%

85

6

<0.1%

84

23

0.1%

83

16

<0.1%

82

30

0.2%

81

44

0.2%

80

48

0.3%

79

49

0.3%

mentality_aggression

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

lcb

0.83

cb

0.83

rcb

0.83

ldm

0.80

cdm

0.80

rdm

0.80

lb

0.77

rb

0.77

lwb

0.75

rwb

0.75

mentality_interceptions

0.75

defending_standing_tackle

0.74

defending_marking

0.74

defending_sliding_tackle

0.72

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.61

position

0.49

work_rate

0.21

international_reputation

0.19

weak_foot

0.17

preferred_foot

0.05

MOST FREQUENT VALUES

68

496

2.7%

70

487

2.7%

58

486

2.7%

65

478

2.6%

60

460

2.5%

55

447

2.4%

62

429

2.3%

67

427

2.3%

72

424

2.3%

59

419

2.3%

66

410

2.2%

63

409

2.2%

64

395

2.2%

69

380

2.1%

61

370

2.0%

SMALLEST VALUES

9

1

<0.1%

10

1

<0.1%

11

5

<0.1%

12

11

<0.1%

13

14

<0.1%

14

11

<0.1%

15

26

0.1%

16

64

0.4%

17

83

0.5%

18

93

0.5%

19

101

0.6%

20

117

0.6%

21

114

0.6%

22

141

0.8%

23

128

0.7%

LARGEST VALUES

95

1

<0.1%

94

3

<0.1%

93

3

<0.1%

92

16

<0.1%

91

10

<0.1%

90

33

0.2%

89

29

0.2%

88

56

0.3%

87

53

0.3%

86

59

0.3%

85

89

0.5%

84

108

0.6%

83

120

0.7%

82

151

0.8%

81

167

0.9%

mentality_interceptions

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

defending_standing_tackle

0.95

defending_sliding_tackle

0.93

defending_marking

0.91

lcb

0.86

cb

0.86

rcb

0.86

ldm

0.80

cdm

0.80

rdm

0.80

lb

0.79

rb

0.79

lwb

0.75

rwb

0.75

mentality_aggression

0.75

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

position

0.56

skill_moves

0.53

work_rate

0.19

international_reputation

0.14

weak_foot

0.12

preferred_foot

0.10

MOST FREQUENT VALUES

62

507

2.8%

64

492

2.7%

65

489

2.7%

63

466

2.5%

66

454

2.5%

60

430

2.4%

59

412

2.3%

67

412

2.3%

58

403

2.2%

61

398

2.2%

68

383

2.1%

22

383

2.1%

57

377

2.1%

23

374

2.0%

55

369

2.0%

SMALLEST VALUES

3

1

<0.1%

4

1

<0.1%

5

7

<0.1%

6

42

0.2%

7

62

0.3%

8

83

0.5%

9

67

0.4%

10

151

0.8%

11

170

0.9%

12

228

1.2%

13

205

1.1%

14

226

1.2%

15

227

1.2%

16

236

1.3%

17

247

1.4%

LARGEST VALUES

92

1

<0.1%

90

2

<0.1%

89

9

<0.1%

88

6

<0.1%

87

7

<0.1%

86

14

<0.1%

85

10

<0.1%

84

15

<0.1%

83

26

0.1%

82

54

0.3%

81

50

0.3%

80

72

0.4%

79

88

0.5%

78

104

0.6%

77

128

0.7%

mentality_positioning

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

lf

0.91

cf

0.91

rf

0.91

lw

0.91

rw

0.91

ls

0.90

st

0.90

rs

0.90

skill_dribbling

0.90

lam

0.90

cam

0.90

ram

0.90

attacking_finishing

0.90

lm

0.89

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.83

position

0.56

work_rate

0.41

weak_foot

0.37

international_reputation

0.18

preferred_foot

0.09

MOST FREQUENT VALUES

58

586

3.2%

65

545

3.0%

62

540

3.0%

60

516

2.8%

64

507

2.8%

55

506

2.8%

59

506

2.8%

66

472

2.6%

68

470

2.6%

63

469

2.6%

57

465

2.5%

61

442

2.4%

56

438

2.4%

54

437

2.4%

67

437

2.4%

SMALLEST VALUES

2

4

<0.1%

3

6

<0.1%

4

93

0.5%

5

136

0.7%

6

172

0.9%

7

157

0.9%

8

160

0.9%

9

83

0.5%

10

127

0.7%

11

179

1.0%

12

180

1.0%

13

177

1.0%

14

142

0.8%

15

127

0.7%

16

112

0.6%

LARGEST VALUES

95

1

<0.1%

94

1

<0.1%

93

3

<0.1%

92

4

<0.1%

91

4

<0.1%

90

6

<0.1%

89

4

<0.1%

88

7

<0.1%

87

12

<0.1%

86

13

<0.1%

85

22

0.1%

84

38

0.2%

83

46

0.3%

82

48

0.3%

81

45

0.2%

mentality_vision

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

power_long_shots

0.76

skill_curve

0.75

mentality_positioning

0.74

skill_dribbling

0.73

skill_fk_accuracy

0.72

skill_ball_control

0.71

attacking_short_passing

0.71

attacking_finishing

0.70

attacking_volleys

0.70

skill_long_passing

0.69

lam

0.69

cam

0.69

ram

0.69

attacking_crossing

0.68

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.67

position

0.47

weak_foot

0.35

work_rate

0.32

international_reputation

0.29

preferred_foot

0.06

MOST FREQUENT VALUES

59

589

3.2%

58

588

3.2%

60

560

3.1%

65

546

3.0%

55

532

2.9%

64

529

2.9%

62

520

2.8%

57

507

2.8%

63

494

2.7%

54

489

2.7%

52

484

2.6%

53

452

2.5%

56

447

2.4%

51

446

2.4%

61

438

2.4%

SMALLEST VALUES

9

3

<0.1%

10

4

<0.1%

11

13

<0.1%

12

15

<0.1%

13

16

<0.1%

14

21

0.1%

15

16

<0.1%

16

13

<0.1%

17

10

<0.1%

18

26

0.1%

19

22

0.1%

20

32

0.2%

21

29

0.2%

22

46

0.3%

23

48

0.3%

LARGEST VALUES

94

2

<0.1%

92

1

<0.1%

91

2

<0.1%

90

2

<0.1%

89

4

<0.1%

88

5

<0.1%

87

7

<0.1%

86

22

0.1%

85

13

<0.1%

84

17

<0.1%

83

31

0.2%

82

42

0.2%

81

39

0.2%

80

67

0.4%

79

66

0.4%

mentality_penalties

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

attacking_finishing

0.85

attacking_volleys

0.84

ls

0.82

st

0.82

rs

0.82

power_long_shots

0.82

lf

0.81

cf

0.81

rf

0.81

mentality_positioning

0.81

lam

0.80

cam

0.80

ram

0.80

lw

0.80

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.75

position

0.50

weak_foot

0.35

work_rate

0.31

international_reputation

0.22

preferred_foot

0.05

MOST FREQUENT VALUES

55

506

2.8%

48

498

2.7%

49

474

2.6%

59

471

2.6%

58

469

2.6%

45

466

2.5%

42

455

2.5%

60

454

2.5%

40

448

2.5%

44

441

2.4%

52

434

2.4%

41

420

2.3%

46

414

2.3%

56

411

2.2%

62

411

2.2%

SMALLEST VALUES

7

5

<0.1%

8

4

<0.1%

9

8

<0.1%

10

56

0.3%

11

95

0.5%

12

114

0.6%

13

99

0.5%

14

116

0.6%

15

140

0.8%

16

126

0.7%

17

120

0.7%

18

125

0.7%

19

124

0.7%

20

99

0.5%

21

121

0.7%

LARGEST VALUES

92

1

<0.1%

91

4

<0.1%

90

9

<0.1%

89

2

<0.1%

88

5

<0.1%

87

5

<0.1%

86

10

<0.1%

85

13

<0.1%

84

12

<0.1%

83

18

<0.1%

82

18

<0.1%

81

20

0.1%

80

52

0.3%

79

29

0.2%

78

56

0.3%

mentality_composure

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

overall

0.72

attacking_short_passing

0.72

skill_ball_control

0.71

movement_reactions

0.69

skill_long_passing

0.67

lcm

0.67

cm

0.67

rcm

0.67

lam

0.65

cam

0.65

ram

0.65

mentality_vision

0.65

power_long_shots

0.65

lf

0.65

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.61

position

0.41

international_reputation

0.38

weak_foot

0.31

work_rate

0.25

preferred_foot

0.05

MOST FREQUENT VALUES

58

732

4.0%

60

728

4.0%

65

703

3.8%

62

697

3.8%

55

662

3.6%

64

657

3.6%

63

609

3.3%

59

591

3.2%

68

591

3.2%

56

557

3.0%

66

548

3.0%

57

546

3.0%

67

537

2.9%

61

516

2.8%

70

503

2.8%

SMALLEST VALUES

12

3

<0.1%

13

4

<0.1%

14

1

<0.1%

15

2

<0.1%

16

2

<0.1%

17

2

<0.1%

18

4

<0.1%

19

2

<0.1%

20

7

<0.1%

21

29

0.2%

22

34

0.2%

23

34

0.2%

24

29

0.2%

25

38

0.2%

26

34

0.2%

LARGEST VALUES

96

1

<0.1%

95

2

<0.1%

94

1

<0.1%

93

1

<0.1%

92

5

<0.1%

91

4

<0.1%

90

5

<0.1%

89

5

<0.1%

88

6

<0.1%

87

18

<0.1%

86

19

0.1%

85

25

0.1%

84

51

0.3%

83

43

0.2%

82

83

0.5%

defending_marking

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

defending_standing_tackle

0.92

defending_sliding_tackle

0.91

mentality_interceptions

0.91

lcb

0.88

cb

0.88

rcb

0.88

ldm

0.82

cdm

0.82

rdm

0.82

lb

0.82

rb

0.82

lwb

0.78

rwb

0.78

mentality_aggression

0.74

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.59

position

0.56

work_rate

0.20

weak_foot

0.13

international_reputation

0.13

preferred_foot

0.10

MOST FREQUENT VALUES

60

518

2.8%

65

510

2.8%

64

494

2.7%

62

489

2.7%

58

486

2.7%

66

459

2.5%

63

423

2.3%

55

415

2.3%

68

414

2.3%

59

407

2.2%

61

399

2.2%

57

385

2.1%

67

377

2.1%

70

369

2.0%

69

352

1.9%

SMALLEST VALUES

1

<0.1%

3

1

<0.1%

4

2

<0.1%

5

46

0.3%

6

55

0.3%

7

72

0.4%

8

109

0.6%

9

116

0.6%

10

162

0.9%

11

152

0.8%

12

237

1.3%

13

147

0.8%

14

185

1.0%

15

246

1.3%

16

183

1.0%

LARGEST VALUES

94

1

<0.1%

92

1

<0.1%

91

2

<0.1%

90

8

<0.1%

89

3

<0.1%

88

6

<0.1%

87

5

<0.1%

86

9

<0.1%

85

14

<0.1%

84

12

<0.1%

83

24

0.1%

82

32

0.2%

81

35

0.2%

80

54

0.3%

79

67

0.4%

defending_standing_tackle

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

defending_sliding_tackle

0.98

mentality_interceptions

0.95

defending_marking

0.92

lcb

0.88

cb

0.88

rcb

0.88

ldm

0.82

cdm

0.82

rdm

0.82

lb

0.82

rb

0.82

lwb

0.78

rwb

0.78

mentality_aggression

0.74

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.58

position

0.57

work_rate

0.20

weak_foot

0.13

preferred_foot

0.11

international_reputation

0.10

MOST FREQUENT VALUES

64

616

3.4%

65

595

3.3%

66

547

3.0%

63

532

2.9%

68

519

2.8%

67

504

2.8%

62

502

2.7%

70

445

2.4%

13

413

2.3%

60

400

2.2%

69

395

2.2%

14

389

2.1%

59

385

2.1%

61

364

2.0%

58

349

1.9%

SMALLEST VALUES

5

1

<0.1%

6

3

<0.1%

7

9

<0.1%

8

16

<0.1%

9

39

0.2%

10

181

1.0%

11

312

1.7%

12

341

1.9%

13

413

2.3%

14

389

2.1%

15

314

1.7%

16

220

1.2%

17

223

1.2%

18

259

1.4%

19

246

1.3%

LARGEST VALUES

92

1

<0.1%

91

2

<0.1%

90

3

<0.1%

89

4

<0.1%

88

4

<0.1%

87

13

<0.1%

86

15

<0.1%

85

17

<0.1%

84

27

0.1%

83

45

0.2%

82

52

0.3%

81

46

0.3%

80

83

0.5%

79

84

0.5%

78

129

0.7%

defending_sliding_tackle

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

defending_standing_tackle

0.98

mentality_interceptions

0.93

defending_marking

0.91

lcb

0.86

cb

0.86

rcb

0.86

lb

0.80

rb

0.80

ldm

0.79

cdm

0.79

rdm

0.79

lwb

0.76

rwb

0.76

mentality_aggression

0.72

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

position

0.58

skill_moves

0.57

work_rate

0.19

weak_foot

0.12

preferred_foot

0.11

international_reputation

0.09

MOST FREQUENT VALUES

62

563

3.1%

64

556

3.0%

63

547

3.0%

65

505

2.8%

60

472

2.6%

66

471

2.6%

61

453

2.5%

12

428

2.3%

13

426

2.3%

68

422

2.3%

14

422

2.3%

59

416

2.3%

58

407

2.2%

67

396

2.2%

57

344

1.9%

SMALLEST VALUES

3

1

<0.1%

4

1

<0.1%

5

1

<0.1%

6

2

<0.1%

7

4

<0.1%

8

14

<0.1%

9

44

0.2%

10

205

1.1%

11

329

1.8%

12

428

2.3%

13

426

2.3%

14

422

2.3%

15

308

1.7%

16

278

1.5%

17

247

1.4%

LARGEST VALUES

90

2

<0.1%

89

2

<0.1%

88

4

<0.1%

87

5

<0.1%

86

12

<0.1%

85

13

<0.1%

84

13

<0.1%

83

16

<0.1%

82

33

0.2%

81

38

0.2%

80

55

0.3%

79

60

0.3%

78

70

0.4%

77

107

0.6%

76

140

0.8%

goalkeeping_diving

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

goalkeeping_reflexes

0.97

goalkeeping_handling

0.97

goalkeeping_positioning

0.97

goalkeeping_kicking

0.97

lcm

-0.89

cm

-0.89

rcm

-0.89

lm

-0.89

rm

-0.89

lwb

-0.88

rwb

-0.88

ls

-0.88

st

-0.88

rs

-0.88

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.98

position

0.61

weak_foot

0.28

work_rate

0.23

preferred_foot

0.10

international_reputation

0.01

MOST FREQUENT VALUES

8

1,621

8.9%

9

1,607

8.8%

7

1,602

8.8%

12

1,589

8.7%

10

1,588

8.7%

14

1,584

8.7%

13

1,553

8.5%

11

1,546

8.5%

6

1,345

7.4%

15

1,205

6.6%

16

466

2.5%

5

450

2.5%

64

119

0.7%

66

114

0.6%

65

111

0.6%

SMALLEST VALUES

1

11

<0.1%

2

5

<0.1%

3

17

<0.1%

4

23

0.1%

5

450

2.5%

6

1,345

7.4%

7

1,602

8.8%

8

1,621

8.9%

9

1,607

8.8%

10

1,588

8.7%

11

1,546

8.5%

12

1,589

8.7%

13

1,553

8.5%

14

1,584

8.7%

15

1,205

6.6%

LARGEST VALUES

90

3

<0.1%

89

1

<0.1%

88

2

<0.1%

87

3

<0.1%

86

4

<0.1%

85

6

<0.1%

84

10

<0.1%

83

7

<0.1%

82

15

<0.1%

81

12

<0.1%

80

19

0.1%

79

32

0.2%

78

23

0.1%

77

34

0.2%

76

35

0.2%

goalkeeping_handling

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

goalkeeping_diving

0.97

goalkeeping_reflexes

0.97

goalkeeping_positioning

0.97

goalkeeping_kicking

0.97

lcm

-0.89

cm

-0.89

rcm

-0.89

lm

-0.89

rm

-0.89

lwb

-0.88

rwb

-0.88

ls

-0.88

st

-0.88

rs

-0.88

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.97

position

0.61

weak_foot

0.28

work_rate

0.23

preferred_foot

0.10

international_reputation

0.01

MOST FREQUENT VALUES

11

1,621

8.9%

12

1,615

8.8%

10

1,613

8.8%

7

1,599

8.7%

8

1,595

8.7%

14

1,585

8.7%

9

1,573

8.6%

13

1,542

8.4%

6

1,300

7.1%

15

1,156

6.3%

16

545

3.0%

5

418

2.3%

62

151

0.8%

60

123

0.7%

65

121

0.7%

SMALLEST VALUES

1

11

<0.1%

2

7

<0.1%

3

19

0.1%

4

20

0.1%

5

418

2.3%

6

1,300

7.1%

7

1,599

8.7%

8

1,595

8.7%

9

1,573

8.6%

10

1,613

8.8%

11

1,621

8.9%

12

1,615

8.8%

13

1,542

8.4%

14

1,585

8.7%

15

1,156

6.3%

LARGEST VALUES

92

1

<0.1%

89

1

<0.1%

87

1

<0.1%

86

1

<0.1%

85

3

<0.1%

84

5

<0.1%

83

3

<0.1%

82

12

<0.1%

81

6

<0.1%

80

11

<0.1%

79

13

<0.1%

78

8

<0.1%

77

22

0.1%

76

16

<0.1%

75

28

0.2%

goalkeeping_kicking

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

goalkeeping_reflexes

0.97

goalkeeping_diving

0.97

goalkeeping_handling

0.97

goalkeeping_positioning

0.97

lcm

-0.89

cm

-0.89

rcm

-0.89

lm

-0.88

rm

-0.88

lwb

-0.88

rwb

-0.88

ls

-0.88

st

-0.88

rs

-0.88

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.97

position

0.61

weak_foot

0.27

work_rate

0.23

preferred_foot

0.10

international_reputation

0.02

MOST FREQUENT VALUES

9

1,684

9.2%

12

1,634

8.9%

13

1,617

8.8%

7

1,603

8.8%

10

1,576

8.6%

14

1,562

8.5%

8

1,555

8.5%

11

1,538

8.4%

6

1,259

6.9%

15

1,101

6.0%

16

552

3.0%

5

459

2.5%

60

128

0.7%

58

123

0.7%

61

119

0.7%

SMALLEST VALUES

1

12

<0.1%

2

5

<0.1%

3

20

0.1%

4

18

<0.1%

5

459

2.5%

6

1,259

6.9%

7

1,603

8.8%

8

1,555

8.5%

9

1,684

9.2%

10

1,576

8.6%

11

1,538

8.4%

12

1,634

8.9%

13

1,617

8.8%

14

1,562

8.5%

15

1,101

6.0%

LARGEST VALUES

93

1

<0.1%

91

1

<0.1%

90

1

<0.1%

88

1

<0.1%

87

1

<0.1%

86

2

<0.1%

85

2

<0.1%

84

3

<0.1%

82

4

<0.1%

81

7

<0.1%

80

4

<0.1%

79

12

<0.1%

78

20

0.1%

77

19

0.1%

76

20

0.1%

goalkeeping_positioning

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

goalkeeping_diving

0.97

goalkeeping_reflexes

0.97

goalkeeping_handling

0.97

goalkeeping_kicking

0.97

lcm

-0.89

cm

-0.89

rcm

-0.89

lm

-0.88

rm

-0.88

lwb

-0.88

rwb

-0.88

ls

-0.88

st

-0.88

rs

-0.88

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.97

position

0.62

weak_foot

0.28

work_rate

0.23

preferred_foot

0.10

international_reputation

0.01

MOST FREQUENT VALUES

8

1,647

9.0%

10

1,636

9.0%

11

1,623

8.9%

9

1,614

8.8%

7

1,579

8.6%

12

1,578

8.6%

14

1,539

8.4%

13

1,514

8.3%

6

1,264

6.9%

15

1,224

6.7%

16

496

2.7%

5

440

2.4%

65

116

0.6%

64

112

0.6%

66

111

0.6%

SMALLEST VALUES

1

11

<0.1%

2

6

<0.1%

3

14

<0.1%

4

25

0.1%

5

440

2.4%

6

1,264

6.9%

7

1,579

8.6%

8

1,647

9.0%

9

1,614

8.8%

10

1,636

9.0%

11

1,623

8.9%

12

1,578

8.6%

13

1,514

8.3%

14

1,539

8.4%

15

1,224

6.7%

LARGEST VALUES

91

1

<0.1%

90

2

<0.1%

89

1

<0.1%

88

1

<0.1%

86

4

<0.1%

85

4

<0.1%

84

5

<0.1%

83

4

<0.1%

82

14

<0.1%

81

10

<0.1%

80

14

<0.1%

79

20

0.1%

78

17

<0.1%

77

24

0.1%

76

31

0.2%

goalkeeping_reflexes

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

goalkeeping_diving

0.97

goalkeeping_handling

0.97

goalkeeping_positioning

0.97

goalkeeping_kicking

0.97

lcm

-0.89

cm

-0.89

rcm

-0.89

lm

-0.89

rm

-0.89

lwb

-0.88

rwb

-0.88

ls

-0.88

st

-0.88

rs

-0.88

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.98

position

0.61

weak_foot

0.28

work_rate

0.23

preferred_foot

0.10

international_reputation

0.01

MOST FREQUENT VALUES

11

1,650

9.0%

12

1,615

8.8%

8

1,590

8.7%

9

1,588

8.7%

10

1,586

8.7%

13

1,574

8.6%

14

1,565

8.6%

7

1,554

8.5%

6

1,311

7.2%

15

1,175

6.4%

16

483

2.6%

5

448

2.5%

64

115

0.6%

68

115

0.6%

65

104

0.6%

SMALLEST VALUES

1

11

<0.1%

2

3

<0.1%

3

22

0.1%

4

23

0.1%

5

448

2.5%

6

1,311

7.2%

7

1,554

8.5%

8

1,590

8.7%

9

1,588

8.7%

10

1,586

8.7%

11

1,650

9.0%

12

1,615

8.8%

13

1,574

8.6%

14

1,565

8.6%

15

1,175

6.4%

LARGEST VALUES

92

1

<0.1%

91

1

<0.1%

90

3

<0.1%

89

5

<0.1%

88

5

<0.1%

87

5

<0.1%

86

6

<0.1%

85

7

<0.1%

84

13

<0.1%

83

17

<0.1%

82

18

<0.1%

81

21

0.1%

80

22

0.1%

79

33

0.2%

78

30

0.2%

ls

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

st

1.00

rs

1.00

lf

0.99

cf

0.99

rf

0.99

lam

0.99

cam

0.99

ram

0.99

lw

0.99

rw

0.99

lm

0.98

rm

0.98

lcm

0.96

cm

0.96

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.95

position

0.59

weak_foot

0.37

work_rate

0.34

international_reputation

0.16

preferred_foot

0.10

MOST FREQUENT VALUES

0.0

2,036

11.1%

63.0

729

4.0%

60.0

714

3.9%

65.0

711

3.9%

59.0

708

3.9%

62.0

691

3.8%

61.0

655

3.6%

64.0

647

3.5%

66.0

646

3.5%

57.0

578

3.2%

58.0

569

3.1%

55.0

558

3.1%

67.0

557

3.0%

68.0

546

3.0%

56.0

526

2.9%

SMALLEST VALUES

0.0

2,036

11.1%

32.0

1

<0.1%

33.0

2

<0.1%

34.0

6

<0.1%

35.0

19

0.1%

36.0

28

0.2%

37.0

43

0.2%

38.0

48

0.3%

39.0

66

0.4%

40.0

82

0.4%

41.0

114

0.6%

42.0

138

0.8%

43.0

204

1.1%

44.0

193

1.1%

45.0

234

1.3%

LARGEST VALUES

94.0

1

<0.1%

91.0

2

<0.1%

90.0

1

<0.1%

89.0

3

<0.1%

88.0

3

<0.1%

87.0

4

<0.1%

86.0

8

<0.1%

85.0

7

<0.1%

84.0

15

<0.1%

83.0

22

0.1%

82.0

25

0.1%

81.0

34

0.2%

80.0

51

0.3%

79.0

67

0.4%

78.0

86

0.5%

st

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

ls

1.00

rs

1.00

lf

0.99

cf

0.99

rf

0.99

lam

0.99

cam

0.99

ram

0.99

lw

0.99

rw

0.99

lm

0.98

rm

0.98

lcm

0.96

cm

0.96

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.95

position

0.59

weak_foot

0.37

work_rate

0.34

international_reputation

0.16

preferred_foot

0.10

MOST FREQUENT VALUES

0.0

2,036

11.1%

63.0

729

4.0%

60.0

714

3.9%

65.0

711

3.9%

59.0

708

3.9%

62.0

691

3.8%

61.0

655

3.6%

64.0

647

3.5%

66.0

646

3.5%

57.0

578

3.2%

58.0

569

3.1%

55.0

558

3.1%

67.0

557

3.0%

68.0

546

3.0%

56.0

526

2.9%

SMALLEST VALUES

0.0

2,036

11.1%

32.0

1

<0.1%

33.0

2

<0.1%

34.0

6

<0.1%

35.0

19

0.1%

36.0

28

0.2%

37.0

43

0.2%

38.0

48

0.3%

39.0

66

0.4%

40.0

82

0.4%

41.0

114

0.6%

42.0

138

0.8%

43.0

204

1.1%

44.0

193

1.1%

45.0

234

1.3%

LARGEST VALUES

94.0

1

<0.1%

91.0

2

<0.1%

90.0

1

<0.1%

89.0

3

<0.1%

88.0

3

<0.1%

87.0

4

<0.1%

86.0

8

<0.1%

85.0

7

<0.1%

84.0

15

<0.1%

83.0

22

0.1%

82.0

25

0.1%

81.0

34

0.2%

80.0

51

0.3%

79.0

67

0.4%

78.0

86

0.5%

rs

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

ls

1.00

st

1.00

lf

0.99

cf

0.99

rf

0.99

lam

0.99

cam

0.99

ram

0.99

lw

0.99

rw

0.99

lm

0.98

rm

0.98

lcm

0.96

cm

0.96

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.95

position

0.59

weak_foot

0.37

work_rate

0.34

international_reputation

0.16

preferred_foot

0.10

MOST FREQUENT VALUES

0.0

2,036

11.1%

63.0

729

4.0%

60.0

714

3.9%

65.0

711

3.9%

59.0

708

3.9%

62.0

691

3.8%

61.0

655

3.6%

64.0

647

3.5%

66.0

646

3.5%

57.0

578

3.2%

58.0

569

3.1%

55.0

558

3.1%

67.0

557

3.0%

68.0

546

3.0%

56.0

526

2.9%

SMALLEST VALUES

0.0

2,036

11.1%

32.0

1

<0.1%

33.0

2

<0.1%

34.0

6

<0.1%

35.0

19

0.1%

36.0

28

0.2%

37.0

43

0.2%

38.0

48

0.3%

39.0

66

0.4%

40.0

82

0.4%

41.0

114

0.6%

42.0

138

0.8%

43.0

204

1.1%

44.0

193

1.1%

45.0

234

1.3%

LARGEST VALUES

94.0

1

<0.1%

91.0

2

<0.1%

90.0

1

<0.1%

89.0

3

<0.1%

88.0

3

<0.1%

87.0

4

<0.1%

86.0

8

<0.1%

85.0

7

<0.1%

84.0

15

<0.1%

83.0

22

0.1%

82.0

25

0.1%

81.0

34

0.2%

80.0

51

0.3%

79.0

67

0.4%

78.0

86

0.5%

lw

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

rw

1.00

lm

1.00

rm

1.00

lf

1.00

cf

1.00

rf

1.00

lam

1.00

cam

1.00

ram

1.00

ls

0.99

st

0.99

rs

0.99

lcm

0.97

cm

0.97

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.95

position

0.59

weak_foot

0.37

work_rate

0.35

international_reputation

0.15

preferred_foot

0.12

MOST FREQUENT VALUES

0.0

2,036

11.1%

65.0

738

4.0%

66.0

735

4.0%

62.0

707

3.9%

61.0

701

3.8%

63.0

697

3.8%

64.0

687

3.8%

67.0

684

3.7%

60.0

626

3.4%

68.0

619

3.4%

59.0

591

3.2%

69.0

587

3.2%

58.0

562

3.1%

57.0

534

2.9%

56.0

505

2.8%

SMALLEST VALUES

0.0

2,036

11.1%

27.0

1

<0.1%

29.0

1

<0.1%

30.0

1

<0.1%

31.0

5

<0.1%

32.0

13

<0.1%

33.0

23

0.1%

34.0

37

0.2%

35.0

46

0.3%

36.0

56

0.3%

37.0

80

0.4%

38.0

95

0.5%

39.0

106

0.6%

40.0

110

0.6%

41.0

131

0.7%

LARGEST VALUES

95.0

1

<0.1%

93.0

1

<0.1%

92.0

2

<0.1%

91.0

1

<0.1%

90.0

4

<0.1%

89.0

5

<0.1%

88.0

3

<0.1%

87.0

8

<0.1%

86.0

13

<0.1%

85.0

24

0.1%

84.0

29

0.2%

83.0

36

0.2%

82.0

31

0.2%

81.0

62

0.3%

80.0

66

0.4%

lf

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

cf

1.00

rf

1.00

lam

1.00

cam

1.00

ram

1.00

lw

1.00

rw

1.00

lm

0.99

rm

0.99

ls

0.99

st

0.99

rs

0.99

lcm

0.97

cm

0.97

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.95

position

0.59

weak_foot

0.37

work_rate

0.35

international_reputation

0.16

preferred_foot

0.11

MOST FREQUENT VALUES

0.0

2,036

11.1%

62.0

730

4.0%

65.0

729

4.0%

64.0

717

3.9%

63.0

708

3.9%

66.0

689

3.8%

61.0

674

3.7%

67.0

636

3.5%

68.0

602

3.3%

60.0

598

3.3%

59.0

587

3.2%

58.0

574

3.1%

57.0

560

3.1%

69.0

540

3.0%

70.0

488

2.7%

SMALLEST VALUES

0.0

2,036

11.1%

28.0

1

<0.1%

29.0

1

<0.1%

31.0

2

<0.1%

32.0

10

<0.1%

33.0

22

0.1%

34.0

43

0.2%

35.0

47

0.3%

36.0

45

0.2%

37.0

64

0.4%

38.0

89

0.5%

39.0

94

0.5%

40.0

102

0.6%

41.0

145

0.8%

42.0

163

0.9%

LARGEST VALUES

95.0

1

<0.1%

93.0

1

<0.1%

92.0

1

<0.1%

91.0

2

<0.1%

90.0

6

<0.1%

89.0

3

<0.1%

88.0

4

<0.1%

87.0

6

<0.1%

86.0

11

<0.1%

85.0

18

<0.1%

84.0

28

0.2%

83.0

39

0.2%

82.0

46

0.3%

81.0

52

0.3%

80.0

61

0.3%

cf

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

lf

1.00

rf

1.00

lam

1.00

cam

1.00

ram

1.00

lw

1.00

rw

1.00

lm

0.99

rm

0.99

ls

0.99

st

0.99

rs

0.99

lcm

0.97

cm

0.97

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.95

position

0.59

weak_foot

0.37

work_rate

0.35

international_reputation

0.16

preferred_foot

0.11

MOST FREQUENT VALUES

0.0

2,036

11.1%

62.0

730

4.0%

65.0

729

4.0%

64.0

717

3.9%

63.0

708

3.9%

66.0

689

3.8%

61.0

674

3.7%

67.0

636

3.5%

68.0

602

3.3%

60.0

598

3.3%

59.0

587

3.2%

58.0

574

3.1%

57.0

560

3.1%

69.0

540

3.0%

70.0

488

2.7%

SMALLEST VALUES

0.0

2,036

11.1%

28.0

1

<0.1%

29.0

1

<0.1%

31.0

2

<0.1%

32.0

10

<0.1%

33.0

22

0.1%

34.0

43

0.2%

35.0

47

0.3%

36.0

45

0.2%

37.0

64

0.4%

38.0

89

0.5%

39.0

94

0.5%

40.0

102

0.6%

41.0

145

0.8%

42.0

163

0.9%

LARGEST VALUES

95.0

1

<0.1%

93.0

1

<0.1%

92.0

1

<0.1%

91.0

2

<0.1%

90.0

6

<0.1%

89.0

3

<0.1%

88.0

4

<0.1%

87.0

6

<0.1%

86.0

11

<0.1%

85.0

18

<0.1%

84.0

28

0.2%

83.0

39

0.2%

82.0

46

0.3%

81.0

52

0.3%

80.0

61

0.3%

rf

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

lf

1.00

cf

1.00

lam

1.00

cam

1.00

ram

1.00

lw

1.00

rw

1.00

lm

0.99

rm

0.99

ls

0.99

st

0.99

rs

0.99

lcm

0.97

cm

0.97

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.95

position

0.59

weak_foot

0.37

work_rate

0.35

international_reputation

0.16

preferred_foot

0.11

MOST FREQUENT VALUES

0.0

2,036

11.1%

62.0

730

4.0%

65.0

729

4.0%

64.0

717

3.9%

63.0

708

3.9%

66.0

689

3.8%

61.0

674

3.7%

67.0

636

3.5%

68.0

602

3.3%

60.0

598

3.3%

59.0

587

3.2%

58.0

574

3.1%

57.0

560

3.1%

69.0

540

3.0%

70.0

488

2.7%

SMALLEST VALUES

0.0

2,036

11.1%

28.0

1

<0.1%

29.0

1

<0.1%

31.0

2

<0.1%

32.0

10

<0.1%

33.0

22

0.1%

34.0

43

0.2%

35.0

47

0.3%

36.0

45

0.2%

37.0

64

0.4%

38.0

89

0.5%

39.0

94

0.5%

40.0

102

0.6%

41.0

145

0.8%

42.0

163

0.9%

LARGEST VALUES

95.0

1

<0.1%

93.0

1

<0.1%

92.0

1

<0.1%

91.0

2

<0.1%

90.0

6

<0.1%

89.0

3

<0.1%

88.0

4

<0.1%

87.0

6

<0.1%

86.0

11

<0.1%

85.0

18

<0.1%

84.0

28

0.2%

83.0

39

0.2%

82.0

46

0.3%

81.0

52

0.3%

80.0

61

0.3%

rw

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

lw

1.00

lm

1.00

rm

1.00

lf

1.00

cf

1.00

rf

1.00

lam

1.00

cam

1.00

ram

1.00

ls

0.99

st

0.99

rs

0.99

lcm

0.97

cm

0.97

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.95

position

0.59

weak_foot

0.37

work_rate

0.35

international_reputation

0.15

preferred_foot

0.12

MOST FREQUENT VALUES

0.0

2,036

11.1%

65.0

738

4.0%

66.0

735

4.0%

62.0

707

3.9%

61.0

701

3.8%

63.0

697

3.8%

64.0

687

3.8%

67.0

684

3.7%

60.0

626

3.4%

68.0

619

3.4%

59.0

591

3.2%

69.0

587

3.2%

58.0

562

3.1%

57.0

534

2.9%

56.0

505

2.8%

SMALLEST VALUES

0.0

2,036

11.1%

27.0

1

<0.1%

29.0

1

<0.1%

30.0

1

<0.1%

31.0

5

<0.1%

32.0

13

<0.1%

33.0

23

0.1%

34.0

37

0.2%

35.0

46

0.3%

36.0

56

0.3%

37.0

80

0.4%

38.0

95

0.5%

39.0

106

0.6%

40.0

110

0.6%

41.0

131

0.7%

LARGEST VALUES

95.0

1

<0.1%

93.0

1

<0.1%

92.0

2

<0.1%

91.0

1

<0.1%

90.0

4

<0.1%

89.0

5

<0.1%

88.0

3

<0.1%

87.0

8

<0.1%

86.0

13

<0.1%

85.0

24

0.1%

84.0

29

0.2%

83.0

36

0.2%

82.0

31

0.2%

81.0

62

0.3%

80.0

66

0.4%

lam

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

cam

1.00

ram

1.00

lf

1.00

cf

1.00

rf

1.00

lw

1.00

rw

1.00

lm

1.00

rm

1.00

ls

0.99

st

0.99

rs

0.99

lcm

0.98

cm

0.98

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.95

position

0.59

weak_foot

0.37

work_rate

0.33

international_reputation

0.16

preferred_foot

0.11

MOST FREQUENT VALUES

0.0

2,036

11.1%

63.0

752

4.1%

64.0

744

4.1%

65.0

739

4.0%

66.0

685

3.7%

62.0

673

3.7%

60.0

665

3.6%

61.0

663

3.6%

67.0

657

3.6%

59.0

631

3.5%

68.0

597

3.3%

69.0

582

3.2%

57.0

561

3.1%

58.0

559

3.1%

55.0

490

2.7%

SMALLEST VALUES

0.0

2,036

11.1%

29.0

1

<0.1%

30.0

4

<0.1%

31.0

8

<0.1%

32.0

15

<0.1%

33.0

35

0.2%

34.0

36

0.2%

35.0

28

0.2%

36.0

55

0.3%

37.0

68

0.4%

38.0

66

0.4%

39.0

89

0.5%

40.0

91

0.5%

41.0

124

0.7%

42.0

143

0.8%

LARGEST VALUES

95.0

1

<0.1%

93.0

1

<0.1%

92.0

1

<0.1%

91.0

2

<0.1%

90.0

3

<0.1%

89.0

6

<0.1%

88.0

7

<0.1%

87.0

9

<0.1%

86.0

10

<0.1%

85.0

21

0.1%

84.0

36

0.2%

83.0

42

0.2%

82.0

45

0.2%

81.0

58

0.3%

80.0

60

0.3%

cam

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

lam

1.00

ram

1.00

lf

1.00

cf

1.00

rf

1.00

lw

1.00

rw

1.00

lm

1.00

rm

1.00

ls

0.99

st

0.99

rs

0.99

lcm

0.98

cm

0.98

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.95

position

0.59

weak_foot

0.37

work_rate

0.33

international_reputation

0.16

preferred_foot

0.11

MOST FREQUENT VALUES

0.0

2,036

11.1%

63.0

752

4.1%

64.0

744

4.1%

65.0

739

4.0%

66.0

685

3.7%

62.0

673

3.7%

60.0

665

3.6%

61.0

663

3.6%

67.0

657

3.6%

59.0

631

3.5%

68.0

597

3.3%

69.0

582

3.2%

57.0

561

3.1%

58.0

559

3.1%

55.0

490

2.7%

SMALLEST VALUES

0.0

2,036

11.1%

29.0

1

<0.1%

30.0

4

<0.1%

31.0

8

<0.1%

32.0

15

<0.1%

33.0

35

0.2%

34.0

36

0.2%

35.0

28

0.2%

36.0

55

0.3%

37.0

68

0.4%

38.0

66

0.4%

39.0

89

0.5%

40.0

91

0.5%

41.0

124

0.7%

42.0

143

0.8%

LARGEST VALUES

95.0

1

<0.1%

93.0

1

<0.1%

92.0

1

<0.1%

91.0

2

<0.1%

90.0

3

<0.1%

89.0

6

<0.1%

88.0

7

<0.1%

87.0

9

<0.1%

86.0

10

<0.1%

85.0

21

0.1%

84.0

36

0.2%

83.0

42

0.2%

82.0

45

0.2%

81.0

58

0.3%

80.0

60

0.3%

ram

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

lam

1.00

cam

1.00

lf

1.00

cf

1.00

rf

1.00

lw

1.00

rw

1.00

lm

1.00

rm

1.00

ls

0.99

st

0.99

rs

0.99

lcm

0.98

cm

0.98

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.95

position

0.59

weak_foot

0.37

work_rate

0.33

international_reputation

0.16

preferred_foot

0.11

MOST FREQUENT VALUES

0.0

2,036

11.1%

63.0

752

4.1%

64.0

744

4.1%

65.0

739

4.0%

66.0

685

3.7%

62.0

673

3.7%

60.0

665

3.6%

61.0

663

3.6%

67.0

657

3.6%

59.0

631

3.5%

68.0

597

3.3%

69.0

582

3.2%

57.0

561

3.1%

58.0

559

3.1%

55.0

490

2.7%

SMALLEST VALUES

0.0

2,036

11.1%

29.0

1

<0.1%

30.0

4

<0.1%

31.0

8

<0.1%

32.0

15

<0.1%

33.0

35

0.2%

34.0

36

0.2%

35.0

28

0.2%

36.0

55

0.3%

37.0

68

0.4%

38.0

66

0.4%

39.0

89

0.5%

40.0

91

0.5%

41.0

124

0.7%

42.0

143

0.8%

LARGEST VALUES

95.0

1

<0.1%

93.0

1

<0.1%

92.0

1

<0.1%

91.0

2

<0.1%

90.0

3

<0.1%

89.0

6

<0.1%

88.0

7

<0.1%

87.0

9

<0.1%

86.0

10

<0.1%

85.0

21

0.1%

84.0

36

0.2%

83.0

42

0.2%

82.0

45

0.2%

81.0

58

0.3%

80.0

60

0.3%

lm

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

rm

1.00

lw

1.00

rw

1.00

lam

1.00

cam

1.00

ram

1.00

lf

0.99

cf

0.99

rf

0.99

ls

0.98

st

0.98

rs

0.98

lcm

0.98

cm

0.98

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.96

position

0.59

weak_foot

0.36

work_rate

0.34

international_reputation

0.15

preferred_foot

0.12

MOST FREQUENT VALUES

0.0

2,036

11.1%

63.0

817

4.5%

65.0

765

4.2%

64.0

734

4.0%

66.0

733

4.0%

67.0

731

4.0%

62.0

723

4.0%

68.0

697

3.8%

60.0

677

3.7%

61.0

663

3.6%

59.0

623

3.4%

69.0

599

3.3%

58.0

567

3.1%

56.0

524

2.9%

70.0

508

2.8%

SMALLEST VALUES

0.0

2,036

11.1%

29.0

1

<0.1%

32.0

4

<0.1%

33.0

7

<0.1%

34.0

15

<0.1%

35.0

24

0.1%

36.0

44

0.2%

37.0

43

0.2%

38.0

44

0.2%

39.0

80

0.4%

40.0

81

0.4%

41.0

76

0.4%

42.0

131

0.7%

43.0

104

0.6%

44.0

152

0.8%

LARGEST VALUES

94.0

1

<0.1%

92.0

2

<0.1%

91.0

2

<0.1%

90.0

1

<0.1%

89.0

3

<0.1%

88.0

9

<0.1%

87.0

2

<0.1%

86.0

12

<0.1%

85.0

21

0.1%

84.0

23

0.1%

83.0

44

0.2%

82.0

39

0.2%

81.0

48

0.3%

80.0

61

0.3%

79.0

78

0.4%

lcm

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

cm

1.00

rcm

1.00

lm

0.98

rm

0.98

lam

0.98

cam

0.98

ram

0.98

lf

0.97

cf

0.97

rf

0.97

lw

0.97

rw

0.97

ls

0.96

st

0.96

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.95

position

0.59

weak_foot

0.35

work_rate

0.30

international_reputation

0.17

preferred_foot

0.11

MOST FREQUENT VALUES

0.0

2,036

11.1%

60.0

777

4.3%

61.0

739

4.0%

63.0

738

4.0%

62.0

731

4.0%

65.0

720

3.9%

64.0

701

3.8%

59.0

695

3.8%

58.0

670

3.7%

56.0

642

3.5%

66.0

637

3.5%

57.0

615

3.4%

55.0

579

3.2%

67.0

567

3.1%

54.0

523

2.9%

SMALLEST VALUES

0.0

2,036

11.1%

33.0

8

<0.1%

34.0

10

<0.1%

35.0

22

0.1%

36.0

36

0.2%

37.0

32

0.2%

38.0

31

0.2%

39.0

47

0.3%

40.0

57

0.3%

41.0

84

0.5%

42.0

85

0.5%

43.0

122

0.7%

44.0

162

0.9%

45.0

166

0.9%

46.0

207

1.1%

LARGEST VALUES

90.0

2

<0.1%

89.0

1

<0.1%

88.0

3

<0.1%

87.0

5

<0.1%

86.0

9

<0.1%

85.0

15

<0.1%

84.0

19

0.1%

83.0

20

0.1%

82.0

39

0.2%

81.0

37

0.2%

80.0

54

0.3%

79.0

69

0.4%

78.0

100

0.5%

77.0

117

0.6%

76.0

137

0.7%

cm

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

lcm

1.00

rcm

1.00

lm

0.98

rm

0.98

lam

0.98

cam

0.98

ram

0.98

lf

0.97

cf

0.97

rf

0.97

lw

0.97

rw

0.97

ls

0.96

st

0.96

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.95

position

0.59

weak_foot

0.35

work_rate

0.30

international_reputation

0.17

preferred_foot

0.11

MOST FREQUENT VALUES

0.0

2,036

11.1%

60.0

777

4.3%

61.0

739

4.0%

63.0

738

4.0%

62.0

731

4.0%

65.0

720

3.9%

64.0

701

3.8%

59.0

695

3.8%

58.0

670

3.7%

56.0

642

3.5%

66.0

637

3.5%

57.0

615

3.4%

55.0

579

3.2%

67.0

567

3.1%

54.0

523

2.9%

SMALLEST VALUES

0.0

2,036

11.1%

33.0

8

<0.1%

34.0

10

<0.1%

35.0

22

0.1%

36.0

36

0.2%

37.0

32

0.2%

38.0

31

0.2%

39.0

47

0.3%

40.0

57

0.3%

41.0

84

0.5%

42.0

85

0.5%

43.0

122

0.7%

44.0

162

0.9%

45.0

166

0.9%

46.0

207

1.1%

LARGEST VALUES

90.0

2

<0.1%

89.0

1

<0.1%

88.0

3

<0.1%

87.0

5

<0.1%

86.0

9

<0.1%

85.0

15

<0.1%

84.0

19

0.1%

83.0

20

0.1%

82.0

39

0.2%

81.0

37

0.2%

80.0

54

0.3%

79.0

69

0.4%

78.0

100

0.5%

77.0

117

0.6%

76.0

137

0.7%

rcm

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

lcm

1.00

cm

1.00

lm

0.98

rm

0.98

lam

0.98

cam

0.98

ram

0.98

lf

0.97

cf

0.97

rf

0.97

lw

0.97

rw

0.97

ls

0.96

st

0.96

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.95

position

0.59

weak_foot

0.35

work_rate

0.30

international_reputation

0.17

preferred_foot

0.11

MOST FREQUENT VALUES

0.0

2,036

11.1%

60.0

777

4.3%

61.0

739

4.0%

63.0

738

4.0%

62.0

731

4.0%

65.0

720

3.9%

64.0

701

3.8%

59.0

695

3.8%

58.0

670

3.7%

56.0

642

3.5%

66.0

637

3.5%

57.0

615

3.4%

55.0

579

3.2%

67.0

567

3.1%

54.0

523

2.9%

SMALLEST VALUES

0.0

2,036

11.1%

33.0

8

<0.1%

34.0

10

<0.1%

35.0

22

0.1%

36.0

36

0.2%

37.0

32

0.2%

38.0

31

0.2%

39.0

47

0.3%

40.0

57

0.3%

41.0

84

0.5%

42.0

85

0.5%

43.0

122

0.7%

44.0

162

0.9%

45.0

166

0.9%

46.0

207

1.1%

LARGEST VALUES

90.0

2

<0.1%

89.0

1

<0.1%

88.0

3

<0.1%

87.0

5

<0.1%

86.0

9

<0.1%

85.0

15

<0.1%

84.0

19

0.1%

83.0

20

0.1%

82.0

39

0.2%

81.0

37

0.2%

80.0

54

0.3%

79.0

69

0.4%

78.0

100

0.5%

77.0

117

0.6%

76.0

137

0.7%

rm

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

lm

1.00

lw

1.00

rw

1.00

lam

1.00

cam

1.00

ram

1.00

lf

0.99

cf

0.99

rf

0.99

ls

0.98

st

0.98

rs

0.98

lcm

0.98

cm

0.98

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.96

position

0.59

weak_foot

0.36

work_rate

0.34

international_reputation

0.15

preferred_foot

0.12

MOST FREQUENT VALUES

0.0

2,036

11.1%

63.0

817

4.5%

65.0

765

4.2%

64.0

734

4.0%

66.0

733

4.0%

67.0

731

4.0%

62.0

723

4.0%

68.0

697

3.8%

60.0

677

3.7%

61.0

663

3.6%

59.0

623

3.4%

69.0

599

3.3%

58.0

567

3.1%

56.0

524

2.9%

70.0

508

2.8%

SMALLEST VALUES

0.0

2,036

11.1%

29.0

1

<0.1%

32.0

4

<0.1%

33.0

7

<0.1%

34.0

15

<0.1%

35.0

24

0.1%

36.0

44

0.2%

37.0

43

0.2%

38.0

44

0.2%

39.0

80

0.4%

40.0

81

0.4%

41.0

76

0.4%

42.0

131

0.7%

43.0

104

0.6%

44.0

152

0.8%

LARGEST VALUES

94.0

1

<0.1%

92.0

2

<0.1%

91.0

2

<0.1%

90.0

1

<0.1%

89.0

3

<0.1%

88.0

9

<0.1%

87.0

2

<0.1%

86.0

12

<0.1%

85.0

21

0.1%

84.0

23

0.1%

83.0

44

0.2%

82.0

39

0.2%

81.0

48

0.3%

80.0

61

0.3%

79.0

78

0.4%

lwb

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

rwb

1.00

lb

1.00

rb

1.00

ldm

0.99

cdm

0.99

rdm

0.99

lcb

0.96

cb

0.96

rcb

0.96

lcm

0.95

cm

0.95

rcm

0.95

lm

0.91

rm

0.91

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.91

position

0.60

weak_foot

0.29

work_rate

0.26

preferred_foot

0.14

international_reputation

0.13

MOST FREQUENT VALUES

0.0

2,036

11.1%

61.0

686

3.8%

64.0

680

3.7%

59.0

672

3.7%

63.0

666

3.6%

57.0

652

3.6%

62.0

650

3.6%

58.0

642

3.5%

60.0

640

3.5%

65.0

631

3.5%

56.0

623

3.4%

66.0

598

3.3%

54.0

572

3.1%

55.0

572

3.1%

67.0

548

3.0%

SMALLEST VALUES

0.0

2,036

11.1%

32.0

1

<0.1%

33.0

3

<0.1%

34.0

7

<0.1%

35.0

15

<0.1%

36.0

27

0.1%

37.0

47

0.3%

38.0

60

0.3%

39.0

70

0.4%

40.0

83

0.5%

41.0

119

0.7%

42.0

142

0.8%

43.0

167

0.9%

44.0

183

1.0%

45.0

216

1.2%

LARGEST VALUES

88.0

1

<0.1%

87.0

1

<0.1%

86.0

6

<0.1%

85.0

6

<0.1%

84.0

9

<0.1%

83.0

11

<0.1%

82.0

22

0.1%

81.0

25

0.1%

80.0

41

0.2%

79.0

66

0.4%

78.0

82

0.4%

77.0

99

0.5%

76.0

131

0.7%

75.0

149

0.8%

74.0

217

1.2%

ldm

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

cdm

1.00

rdm

1.00

lb

0.99

rb

0.99

lwb

0.99

rwb

0.99

lcb

0.98

cb

0.98

rcb

0.98

lcm

0.94

cm

0.94

rcm

0.94

lm

0.87

rm

0.87

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.89

position

0.60

weak_foot

0.27

work_rate

0.24

international_reputation

0.15

preferred_foot

0.12

MOST FREQUENT VALUES

0.0

2,036

11.1%

61.0

651

3.6%

64.0

632

3.5%

65.0

621

3.4%

60.0

616

3.4%

66.0

570

3.1%

62.0

569

3.1%

63.0

566

3.1%

59.0

537

2.9%

58.0

528

2.9%

68.0

524

2.9%

69.0

515

2.8%

56.0

514

2.8%

57.0

510

2.8%

67.0

504

2.8%

SMALLEST VALUES

0.0

2,036

11.1%

30.0

2

<0.1%

31.0

9

<0.1%

32.0

16

<0.1%

33.0

23

0.1%

34.0

37

0.2%

35.0

59

0.3%

36.0

61

0.3%

37.0

88

0.5%

38.0

113

0.6%

39.0

131

0.7%

40.0

170

0.9%

41.0

150

0.8%

42.0

179

1.0%

43.0

213

1.2%

LARGEST VALUES

90.0

1

<0.1%

89.0

1

<0.1%

88.0

1

<0.1%

87.0

6

<0.1%

86.0

7

<0.1%

85.0

9

<0.1%

84.0

15

<0.1%

83.0

22

0.1%

82.0

36

0.2%

81.0

33

0.2%

80.0

54

0.3%

79.0

79

0.4%

78.0

70

0.4%

77.0

107

0.6%

76.0

178

1.0%

cdm

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

ldm

1.00

rdm

1.00

lb

0.99

rb

0.99

lwb

0.99

rwb

0.99

lcb

0.98

cb

0.98

rcb

0.98

lcm

0.94

cm

0.94

rcm

0.94

lm

0.87

rm

0.87

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.89

position

0.60

weak_foot

0.27

work_rate

0.24

international_reputation

0.15

preferred_foot

0.12

MOST FREQUENT VALUES

0.0

2,036

11.1%

61.0

651

3.6%

64.0

632

3.5%

65.0

621

3.4%

60.0

616

3.4%

66.0

570

3.1%

62.0

569

3.1%

63.0

566

3.1%

59.0

537

2.9%

58.0

528

2.9%

68.0

524

2.9%

69.0

515

2.8%

56.0

514

2.8%

57.0

510

2.8%

67.0

504

2.8%

SMALLEST VALUES

0.0

2,036

11.1%

30.0

2

<0.1%

31.0

9

<0.1%

32.0

16

<0.1%

33.0

23

0.1%

34.0

37

0.2%

35.0

59

0.3%

36.0

61

0.3%

37.0

88

0.5%

38.0

113

0.6%

39.0

131

0.7%

40.0

170

0.9%

41.0

150

0.8%

42.0

179

1.0%

43.0

213

1.2%

LARGEST VALUES

90.0

1

<0.1%

89.0

1

<0.1%

88.0

1

<0.1%

87.0

6

<0.1%

86.0

7

<0.1%

85.0

9

<0.1%

84.0

15

<0.1%

83.0

22

0.1%

82.0

36

0.2%

81.0

33

0.2%

80.0

54

0.3%

79.0

79

0.4%

78.0

70

0.4%

77.0

107

0.6%

76.0

178

1.0%

rdm

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

ldm

1.00

cdm

1.00

lb

0.99

rb

0.99

lwb

0.99

rwb

0.99

lcb

0.98

cb

0.98

rcb

0.98

lcm

0.94

cm

0.94

rcm

0.94

lm

0.87

rm

0.87

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.89

position

0.60

weak_foot

0.27

work_rate

0.24

international_reputation

0.15

preferred_foot

0.12

MOST FREQUENT VALUES

0.0

2,036

11.1%

61.0

651

3.6%

64.0

632

3.5%

65.0

621

3.4%

60.0

616

3.4%

66.0

570

3.1%

62.0

569

3.1%

63.0

566

3.1%

59.0

537

2.9%

58.0

528

2.9%

68.0

524

2.9%

69.0

515

2.8%

56.0

514

2.8%

57.0

510

2.8%

67.0

504

2.8%

SMALLEST VALUES

0.0

2,036

11.1%

30.0

2

<0.1%

31.0

9

<0.1%

32.0

16

<0.1%

33.0

23

0.1%

34.0

37

0.2%

35.0

59

0.3%

36.0

61

0.3%

37.0

88

0.5%

38.0

113

0.6%

39.0

131

0.7%

40.0

170

0.9%

41.0

150

0.8%

42.0

179

1.0%

43.0

213

1.2%

LARGEST VALUES

90.0

1

<0.1%

89.0

1

<0.1%

88.0

1

<0.1%

87.0

6

<0.1%

86.0

7

<0.1%

85.0

9

<0.1%

84.0

15

<0.1%

83.0

22

0.1%

82.0

36

0.2%

81.0

33

0.2%

80.0

54

0.3%

79.0

79

0.4%

78.0

70

0.4%

77.0

107

0.6%

76.0

178

1.0%

rwb

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

lwb

1.00

lb

1.00

rb

1.00

ldm

0.99

cdm

0.99

rdm

0.99

lcb

0.96

cb

0.96

rcb

0.96

lcm

0.95

cm

0.95

rcm

0.95

lm

0.91

rm

0.91

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.91

position

0.60

weak_foot

0.29

work_rate

0.26

preferred_foot

0.14

international_reputation

0.13

MOST FREQUENT VALUES

0.0

2,036

11.1%

61.0

686

3.8%

64.0

680

3.7%

59.0

672

3.7%

63.0

666

3.6%

57.0

652

3.6%

62.0

650

3.6%

58.0

642

3.5%

60.0

640

3.5%

65.0

631

3.5%

56.0

623

3.4%

66.0

598

3.3%

54.0

572

3.1%

55.0

572

3.1%

67.0

548

3.0%

SMALLEST VALUES

0.0

2,036

11.1%

32.0

1

<0.1%

33.0

3

<0.1%

34.0

7

<0.1%

35.0

15

<0.1%

36.0

27

0.1%

37.0

47

0.3%

38.0

60

0.3%

39.0

70

0.4%

40.0

83

0.5%

41.0

119

0.7%

42.0

142

0.8%

43.0

167

0.9%

44.0

183

1.0%

45.0

216

1.2%

LARGEST VALUES

88.0

1

<0.1%

87.0

1

<0.1%

86.0

6

<0.1%

85.0

6

<0.1%

84.0

9

<0.1%

83.0

11

<0.1%

82.0

22

0.1%

81.0

25

0.1%

80.0

41

0.2%

79.0

66

0.4%

78.0

82

0.4%

77.0

99

0.5%

76.0

131

0.7%

75.0

149

0.8%

74.0

217

1.2%

lb

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

rb

1.00

lwb

1.00

rwb

1.00

ldm

0.99

cdm

0.99

rdm

0.99

lcb

0.98

cb

0.98

rcb

0.98

lcm

0.93

cm

0.93

rcm

0.93

lm

0.88

rm

0.88

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.90

position

0.60

weak_foot

0.27

work_rate

0.25

preferred_foot

0.13

international_reputation

0.12

MOST FREQUENT VALUES

0.0

2,036

11.1%

63.0

675

3.7%

65.0

667

3.6%

64.0

648

3.5%

61.0

648

3.5%

62.0

608

3.3%

59.0

604

3.3%

58.0

603

3.3%

60.0

600

3.3%

66.0

585

3.2%

67.0

558

3.1%

57.0

556

3.0%

56.0

548

3.0%

68.0

522

2.9%

54.0

501

2.7%

SMALLEST VALUES

0.0

2,036

11.1%

32.0

5

<0.1%

33.0

6

<0.1%

34.0

22

0.1%

35.0

33

0.2%

36.0

56

0.3%

37.0

71

0.4%

38.0

75

0.4%

39.0

124

0.7%

40.0

159

0.9%

41.0

172

0.9%

42.0

175

1.0%

43.0

208

1.1%

44.0

262

1.4%

45.0

301

1.6%

LARGEST VALUES

87.0

2

<0.1%

86.0

2

<0.1%

85.0

8

<0.1%

84.0

10

<0.1%

83.0

8

<0.1%

82.0

21

0.1%

81.0

23

0.1%

80.0

31

0.2%

79.0

71

0.4%

78.0

65

0.4%

77.0

85

0.5%

76.0

122

0.7%

75.0

153

0.8%

74.0

198

1.1%

73.0

264

1.4%

lcb

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

cb

1.00

rcb

1.00

ldm

0.98

cdm

0.98

rdm

0.98

lb

0.98

rb

0.98

lwb

0.96

rwb

0.96

defending_standing_tackle

0.88

defending_marking

0.88

lcm

0.86

cm

0.86

rcm

0.86

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.86

position

0.60

weak_foot

0.23

work_rate

0.23

international_reputation

0.12

preferred_foot

0.11

MOST FREQUENT VALUES

0.0

2,036

11.1%

65.0

626

3.4%

64.0

614

3.4%

66.0

601

3.3%

63.0

560

3.1%

68.0

550

3.0%

67.0

543

3.0%

62.0

522

2.9%

69.0

512

2.8%

61.0

466

2.5%

60.0

454

2.5%

70.0

447

2.4%

59.0

394

2.2%

58.0

393

2.2%

55.0

373

2.0%

SMALLEST VALUES

0.0

2,036

11.1%

28.0

3

<0.1%

29.0

15

<0.1%

30.0

17

<0.1%

31.0

33

0.2%

32.0

47

0.3%

33.0

77

0.4%

34.0

113

0.6%

35.0

139

0.8%

36.0

162

0.9%

37.0

200

1.1%

38.0

226

1.2%

39.0

229

1.3%

40.0

286

1.6%

41.0

293

1.6%

LARGEST VALUES

90.0

2

<0.1%

89.0

3

<0.1%

88.0

1

<0.1%

87.0

10

<0.1%

86.0

6

<0.1%

85.0

15

<0.1%

84.0

11

<0.1%

83.0

26

0.1%

82.0

27

0.1%

81.0

48

0.3%

80.0

54

0.3%

79.0

87

0.5%

78.0

82

0.4%

77.0

117

0.6%

76.0

168

0.9%

cb

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

lcb

1.00

rcb

1.00

ldm

0.98

cdm

0.98

rdm

0.98

lb

0.98

rb

0.98

lwb

0.96

rwb

0.96

defending_standing_tackle

0.88

defending_marking

0.88

lcm

0.86

cm

0.86

rcm

0.86

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.86

position

0.60

weak_foot

0.23

work_rate

0.23

international_reputation

0.12

preferred_foot

0.11

MOST FREQUENT VALUES

0.0

2,036

11.1%

65.0

626

3.4%

64.0

614

3.4%

66.0

601

3.3%

63.0

560

3.1%

68.0

550

3.0%

67.0

543

3.0%

62.0

522

2.9%

69.0

512

2.8%

61.0

466

2.5%

60.0

454

2.5%

70.0

447

2.4%

59.0

394

2.2%

58.0

393

2.2%

55.0

373

2.0%

SMALLEST VALUES

0.0

2,036

11.1%

28.0

3

<0.1%

29.0

15

<0.1%

30.0

17

<0.1%

31.0

33

0.2%

32.0

47

0.3%

33.0

77

0.4%

34.0

113

0.6%

35.0

139

0.8%

36.0

162

0.9%

37.0

200

1.1%

38.0

226

1.2%

39.0

229

1.3%

40.0

286

1.6%

41.0

293

1.6%

LARGEST VALUES

90.0

2

<0.1%

89.0

3

<0.1%

88.0

1

<0.1%

87.0

10

<0.1%

86.0

6

<0.1%

85.0

15

<0.1%

84.0

11

<0.1%

83.0

26

0.1%

82.0

27

0.1%

81.0

48

0.3%

80.0

54

0.3%

79.0

87

0.5%

78.0

82

0.4%

77.0

117

0.6%

76.0

168

0.9%

rcb

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

lcb

1.00

cb

1.00

ldm

0.98

cdm

0.98

rdm

0.98

lb

0.98

rb

0.98

lwb

0.96

rwb

0.96

defending_standing_tackle

0.88

defending_marking

0.88

lcm

0.86

cm

0.86

rcm

0.86

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.86

position

0.60

weak_foot

0.23

work_rate

0.23

international_reputation

0.12

preferred_foot

0.11

MOST FREQUENT VALUES

0.0

2,036

11.1%

65.0

626

3.4%

64.0

614

3.4%

66.0

601

3.3%

63.0

560

3.1%

68.0

550

3.0%

67.0

543

3.0%

62.0

522

2.9%

69.0

512

2.8%

61.0

466

2.5%

60.0

454

2.5%

70.0

447

2.4%

59.0

394

2.2%

58.0

393

2.2%

55.0

373

2.0%

SMALLEST VALUES

0.0

2,036

11.1%

28.0

3

<0.1%

29.0

15

<0.1%

30.0

17

<0.1%

31.0

33

0.2%

32.0

47

0.3%

33.0

77

0.4%

34.0

113

0.6%

35.0

139

0.8%

36.0

162

0.9%

37.0

200

1.1%

38.0

226

1.2%

39.0

229

1.3%

40.0

286

1.6%

41.0

293

1.6%

LARGEST VALUES

90.0

2

<0.1%

89.0

3

<0.1%

88.0

1

<0.1%

87.0

10

<0.1%

86.0

6

<0.1%

85.0

15

<0.1%

84.0

11

<0.1%

83.0

26

0.1%

82.0

27

0.1%

81.0

48

0.3%

80.0

54

0.3%

79.0

87

0.5%

78.0

82

0.4%

77.0

117

0.6%

76.0

168

0.9%

rb

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

lb

1.00

lwb

1.00

rwb

1.00

ldm

0.99

cdm

0.99

rdm

0.99

lcb

0.98

cb

0.98

rcb

0.98

lcm

0.93

cm

0.93

rcm

0.93

lm

0.88

rm

0.88

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.90

position

0.60

weak_foot

0.27

work_rate

0.25

preferred_foot

0.13

international_reputation

0.12

MOST FREQUENT VALUES

0.0

2,036

11.1%

63.0

675

3.7%

65.0

667

3.6%

64.0

648

3.5%

61.0

648

3.5%

62.0

608

3.3%

59.0

604

3.3%

58.0

603

3.3%

60.0

600

3.3%

66.0

585

3.2%

67.0

558

3.1%

57.0

556

3.0%

56.0

548

3.0%

68.0

522

2.9%

54.0

501

2.7%

SMALLEST VALUES

0.0

2,036

11.1%

32.0

5

<0.1%

33.0

6

<0.1%

34.0

22

0.1%

35.0

33

0.2%

36.0

56

0.3%

37.0

71

0.4%

38.0

75

0.4%

39.0

124

0.7%

40.0

159

0.9%

41.0

172

0.9%

42.0

175

1.0%

43.0

208

1.1%

44.0

262

1.4%

45.0

301

1.6%

LARGEST VALUES

87.0

2

<0.1%

86.0

2

<0.1%

85.0

8

<0.1%

84.0

10

<0.1%

83.0

8

<0.1%

82.0

21

0.1%

81.0

23

0.1%

80.0

31

0.2%

79.0

71

0.4%

78.0

65

0.4%

77.0

85

0.5%

76.0

122

0.7%

75.0

153

0.8%

74.0

198

1.1%

73.0

264

1.4%